{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading libraries\n",
    "import arviz as az\n",
    "import pymc3 as pm\n",
    "import theano.tensor as tt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading the data\n",
    "df = pd.read_csv('rugby.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "observed_home_goals = df.home_score.values\n",
    "observed_away_goals = df.away_score.values\n",
    "\n",
    "home_team = df.i_home.values\n",
    "away_team = df.i_away.values\n",
    "\n",
    "num_teams = len(df.i_home.drop_duplicates())\n",
    "num_games = len(home_team)\n",
    "\n",
    "teams = np.array(['Wales', 'France', 'Ireland', 'Scotland', 'Italy', 'England'])\n",
    "matches = [f\"{home} {away}\" for home, away in zip(df.home_team, df.away_team)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# building the model\n",
    "with pm.Model() as model:\n",
    "    # global model parameters\n",
    "    home = pm.Normal('home', mu=0, sigma=1)\n",
    "    sd_att = pm.HalfNormal('sd_att', sigma=2)\n",
    "    sd_def = pm.HalfNormal('sd_def', sigma=2)\n",
    "    intercept = pm.Normal('intercept', mu=3, sigma=1)\n",
    "    \n",
    "    # team-specific model parameters\n",
    "    atts_star = pm.Normal(\"atts_star\", mu=0, sigma=sd_att, shape=num_teams)\n",
    "    defs_star = pm.Normal(\"defs_star\", mu=0, sigma=sd_def, shape=num_teams)\n",
    " \n",
    "    atts = pm.Deterministic('atts', atts_star - tt.mean(atts_star))\n",
    "    defs = pm.Deterministic('defs', defs_star - tt.mean(defs_star))\n",
    "    home_theta = tt.exp(intercept + home + atts[home_team] + defs[away_team])\n",
    "    away_theta = tt.exp(intercept + atts[away_team] + defs[home_team])\n",
    "    \n",
    "    # likelihood of observed data\n",
    "    home_points = pm.Poisson('home_points', mu=home_theta, observed=observed_home_goals)\n",
    "    away_points = pm.Poisson('away_points', mu=away_theta, observed=observed_away_goals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [defs_star, atts_star, intercept, sd_def, sd_att, home]\n",
      "Sampling 4 chains, 0 divergences: 100%|████████████████████████████████████████| 4000/4000 [00:10<00:00, 381.80draws/s]\n",
      "The number of effective samples is smaller than 25% for some parameters.\n",
      "100%|█████████████████████████████████████████████████████████████████████████████| 2000/2000 [00:02<00:00, 764.82it/s]\n"
     ]
    }
   ],
   "source": [
    "with model:\n",
    "    prior = pm.sample_prior_predictive()\n",
    "    trace = pm.sample(500, tune=500, cores=4)\n",
    "    posterior_predictive = pm.sample_posterior_predictive(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (chain: 4, draw: 500, team: 6)\n",
       "Coordinates:\n",
       "  * chain      (chain) int32 0 1 2 3\n",
       "  * draw       (draw) int32 0 1 2 3 4 5 6 7 ... 492 493 494 495 496 497 498 499\n",
       "  * team       (team) &lt;U8 &#x27;Wales&#x27; &#x27;France&#x27; &#x27;Ireland&#x27; ... &#x27;Italy&#x27; &#x27;England&#x27;\n",
       "Data variables:\n",
       "    home       (chain, draw) float64 0.1531 0.1646 0.1418 ... 0.129 0.1448\n",
       "    intercept  (chain, draw) float64 2.903 2.89 2.944 2.92 ... 2.924 2.939 2.905\n",
       "    atts_star  (chain, draw, team) float64 0.2232 -0.08498 ... -0.1528 0.2136\n",
       "    defs_star  (chain, draw, team) float64 -0.3689 -0.2295 ... 0.5978 -0.2069\n",
       "    sd_att     (chain, draw) float64 0.2653 0.3653 0.4012 ... 0.323 0.1951\n",
       "    sd_def     (chain, draw) float64 0.4696 0.4751 0.6334 ... 0.421 0.4921\n",
       "    atts       (chain, draw, team) float64 0.2156 -0.09256 ... -0.1601 0.2063\n",
       "    defs       (chain, draw, team) float64 -0.1927 -0.05329 ... 0.6558 -0.149\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:36.745224\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-639a22b6-fb37-42dd-bc6c-1bc3ce4e7d9e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-639a22b6-fb37-42dd-bc6c-1bc3ce4e7d9e' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>team</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-2bb16768-459f-4791-86ae-9b0445ef8e73' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2bb16768-459f-4791-86ae-9b0445ef8e73' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-e85251b9-64ae-49d4-98b6-2da9008c463c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e85251b9-64ae-49d4-98b6-2da9008c463c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b74881b0-8319-43b9-ae86-d78e022a06bd' class='xr-var-data-in' type='checkbox'><label for='data-b74881b0-8319-43b9-ae86-d78e022a06bd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-25b7094f-7ca3-495f-a47f-a5ab32582a07' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25b7094f-7ca3-495f-a47f-a5ab32582a07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c198c4c9-3a02-4b49-8fca-ba3014dc8f31' class='xr-var-data-in' type='checkbox'><label for='data-c198c4c9-3a02-4b49-8fca-ba3014dc8f31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>team</span></div><div class='xr-var-dims'>(team)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;Wales&#x27; &#x27;France&#x27; ... &#x27;England&#x27;</div><input id='attrs-8aa7a678-854b-4aa8-893a-58662d195bf3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8aa7a678-854b-4aa8-893a-58662d195bf3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5ccf64b-7b8d-4d3f-bcd6-93c7f1580b49' class='xr-var-data-in' type='checkbox'><label for='data-f5ccf64b-7b8d-4d3f-bcd6-93c7f1580b49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Wales&#x27;, &#x27;France&#x27;, &#x27;Ireland&#x27;, &#x27;Scotland&#x27;, &#x27;Italy&#x27;, &#x27;England&#x27;],\n",
       "      dtype=&#x27;&lt;U8&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-598215d8-a020-4731-a4ec-b2b5c190bf73' class='xr-section-summary-in' type='checkbox'  checked><label for='section-598215d8-a020-4731-a4ec-b2b5c190bf73' class='xr-section-summary' >Data variables: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>home</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1531 0.1646 ... 0.129 0.1448</div><input id='attrs-ee79a4ee-7ec4-489b-890b-7a5ebaa5bdb7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee79a4ee-7ec4-489b-890b-7a5ebaa5bdb7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5ec4d93-1426-431b-acaf-93ce055b4f90' class='xr-var-data-in' type='checkbox'><label for='data-c5ec4d93-1426-431b-acaf-93ce055b4f90' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.15311281, 0.16455575, 0.14176956, ..., 0.14630584, 0.18908722,\n",
       "        0.14983014],\n",
       "       [0.13713481, 0.15523148, 0.15778191, ..., 0.18725346, 0.1537242 ,\n",
       "        0.17103102],\n",
       "       [0.19895908, 0.13597004, 0.11610634, ..., 0.11438325, 0.1172057 ,\n",
       "        0.24842918],\n",
       "       [0.25812443, 0.20095574, 0.19314829, ..., 0.15729657, 0.12901597,\n",
       "        0.1447646 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.903 2.89 2.944 ... 2.939 2.905</div><input id='attrs-f08c294f-38ad-4f29-bf7a-18a4f7353f76' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f08c294f-38ad-4f29-bf7a-18a4f7353f76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82847cc7-9de6-4730-9742-82aec1aec1d8' class='xr-var-data-in' type='checkbox'><label for='data-82847cc7-9de6-4730-9742-82aec1aec1d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[2.90258894, 2.88984795, 2.94367646, ..., 2.94055583, 2.89544924,\n",
       "        2.90677217],\n",
       "       [2.90175686, 2.92536025, 2.92870194, ..., 2.89553713, 2.91170684,\n",
       "        2.90186509],\n",
       "       [2.90156565, 2.94418309, 2.92658167, ..., 2.94889061, 2.96686732,\n",
       "        2.87905934],\n",
       "       [2.85068188, 2.87258528, 2.90118633, ..., 2.92424926, 2.93912405,\n",
       "        2.9045617 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atts_star</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2232 -0.08498 ... -0.1528 0.2136</div><input id='attrs-f0925d09-ab31-478e-82ab-22fb09f92583' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f0925d09-ab31-478e-82ab-22fb09f92583' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75dc5641-cc8c-4ffe-af12-3c3c58fe6bc1' class='xr-var-data-in' type='checkbox'><label for='data-75dc5641-cc8c-4ffe-af12-3c3c58fe6bc1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.22319642, -0.08498267,  0.07023268, -0.09430613,\n",
       "         -0.28919831,  0.22051014],\n",
       "        [ 0.03600896, -0.21405338, -0.07661034, -0.35356398,\n",
       "         -0.52022249,  0.0743366 ],\n",
       "        [-0.10574403, -0.3405797 , -0.24884913, -0.43785508,\n",
       "         -0.66086944, -0.01363938],\n",
       "        ...,\n",
       "        [ 0.06885393, -0.23732799,  0.0573902 , -0.06577012,\n",
       "         -0.30307235,  0.1723923 ],\n",
       "        [ 0.18519524, -0.00966779,  0.18285538, -0.21904002,\n",
       "         -0.38655551,  0.29281674],\n",
       "        [ 0.07035423, -0.23456081, -0.01944012, -0.15341591,\n",
       "         -0.39448066,  0.17964971]],\n",
       "\n",
       "       [[ 0.02398575, -0.27353679, -0.06196378, -0.20420027,\n",
       "         -0.45371185,  0.1632487 ],\n",
       "        [-0.10077158, -0.25459255, -0.06770263, -0.34088373,\n",
       "         -0.5378671 ,  0.00684451],\n",
       "        [ 0.16845454,  0.06407686,  0.058414  , -0.00877896,\n",
       "         -0.23879019,  0.35988954],\n",
       "...\n",
       "        [-0.27986709, -0.55352647, -0.30223885, -0.4600774 ,\n",
       "         -0.6600118 , -0.18718469],\n",
       "        [-0.35730109, -0.52950274, -0.25484801, -0.55637175,\n",
       "         -0.72474497, -0.14336014],\n",
       "        [ 0.11941169, -0.2157389 ,  0.06161345, -0.26557909,\n",
       "         -0.48393005,  0.13762802]],\n",
       "\n",
       "       [[ 0.19215899, -0.13015082,  0.15953075, -0.08273293,\n",
       "         -0.28814871,  0.24381457],\n",
       "        [ 0.22799912, -0.04125675,  0.24435916, -0.04881453,\n",
       "         -0.20991622,  0.35535726],\n",
       "        [ 0.03166459, -0.25347077,  0.09596014, -0.22868285,\n",
       "         -0.47399821,  0.16529256],\n",
       "        ...,\n",
       "        [ 0.16780315, -0.20066563,  0.00841374, -0.29475779,\n",
       "         -0.17515067,  0.20093095],\n",
       "        [ 0.17012855,  0.00169175,  0.16453732, -0.04686724,\n",
       "         -0.50751571,  0.27632528],\n",
       "        [ 0.23207523, -0.17799705,  0.08855081, -0.15945987,\n",
       "         -0.15276616,  0.21360644]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>defs_star</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.3689 -0.2295 ... 0.5978 -0.2069</div><input id='attrs-b1bef554-fecd-4191-bc4c-69a416bf8416' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1bef554-fecd-4191-bc4c-69a416bf8416' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-319b4ff9-1450-4892-a3e4-c7c29a0be6d8' class='xr-var-data-in' type='checkbox'><label for='data-319b4ff9-1450-4892-a3e4-c7c29a0be6d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-3.68890987e-01, -2.29466483e-01, -5.74427147e-01,\n",
       "          4.25129809e-02,  4.07062937e-01, -3.33850199e-01],\n",
       "        [-5.48803372e-01, -4.61738666e-01, -8.01491011e-01,\n",
       "         -2.03383402e-01,  2.33152345e-01, -6.58856448e-01],\n",
       "        [-4.67538263e-01, -4.31119059e-01, -7.91416855e-01,\n",
       "         -2.25722161e-01,  1.35899711e-01, -5.89089727e-01],\n",
       "        ...,\n",
       "        [-1.37874840e-01, -3.16531318e-02, -4.81036570e-01,\n",
       "          1.77847344e-01,  6.23097758e-01, -1.91140944e-01],\n",
       "        [-1.81090827e-01, -9.39880945e-02, -3.89652549e-01,\n",
       "          1.15375890e-01,  4.72417342e-01, -2.82087092e-01],\n",
       "        [-2.34782761e-01, -1.54932264e-01, -5.59260323e-01,\n",
       "          1.89528200e-01,  5.16097516e-01, -2.94049063e-01]],\n",
       "\n",
       "       [[-1.58681082e-01, -1.16520626e-02, -4.98174978e-01,\n",
       "          2.01853434e-01,  5.37101154e-01, -2.14042221e-01],\n",
       "        [-2.46512492e-01, -6.68300715e-02, -3.65117427e-01,\n",
       "          1.38997759e-01,  5.73532084e-01, -1.97945613e-01],\n",
       "        [-1.19924418e-01,  1.11653028e-01, -3.70002588e-01,\n",
       "          2.80455926e-01,  6.25288643e-01, -8.23086354e-02],\n",
       "...\n",
       "        [-1.62295710e-02,  9.58575394e-02, -2.40621583e-01,\n",
       "          2.53425483e-01,  6.86474914e-01, -5.55940320e-02],\n",
       "        [-2.47966104e-02,  9.98985455e-02, -2.61322726e-01,\n",
       "          3.77006197e-01,  7.98738212e-01,  7.86955094e-04],\n",
       "        [ 4.38954736e-01,  4.44344617e-01,  3.39211387e-02,\n",
       "          7.16198694e-01,  1.02362090e+00,  2.59875691e-01]],\n",
       "\n",
       "       [[-7.25711800e-02,  9.01658571e-02, -3.63104046e-01,\n",
       "          2.41966303e-01,  7.33967109e-01, -1.57922635e-01],\n",
       "        [-1.56989180e-01, -1.61354348e-01, -4.73811282e-01,\n",
       "          1.88936549e-01,  5.49634551e-01, -2.25587943e-01],\n",
       "        [-1.68991735e-02,  2.40742779e-03, -2.77798065e-01,\n",
       "          1.59331206e-01,  6.27062030e-01, -1.09566306e-01],\n",
       "        ...,\n",
       "        [-4.96591190e-02, -7.75886017e-02, -4.58795921e-01,\n",
       "          1.45654361e-01,  6.04540431e-01, -1.82349581e-01],\n",
       "        [-2.39317587e-01,  2.30819647e-02, -3.16608569e-01,\n",
       "          2.06462517e-01,  5.84257112e-01, -1.97808076e-01],\n",
       "        [-9.36811453e-02, -1.14231666e-01, -5.42616919e-01,\n",
       "          1.19354463e-02,  5.97809198e-01, -2.06921775e-01]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd_att</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2653 0.3653 ... 0.323 0.1951</div><input id='attrs-acf623c7-ea30-4cae-bdf7-3a78811963aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-acf623c7-ea30-4cae-bdf7-3a78811963aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a85a7063-b595-48b6-912d-fda399d336ec' class='xr-var-data-in' type='checkbox'><label for='data-a85a7063-b595-48b6-912d-fda399d336ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.2652676 , 0.36528816, 0.40124206, ..., 0.15749145, 0.2848148 ,\n",
       "        0.36623927],\n",
       "       [0.43684862, 0.46188375, 0.20544141, ..., 0.24021545, 0.38083973,\n",
       "        0.27713098],\n",
       "       [0.16633477, 0.70466487, 0.34954867, ..., 0.51705038, 0.54293882,\n",
       "        0.3651244 ],\n",
       "       [0.16885902, 0.39282247, 0.25759341, ..., 0.32138141, 0.32301203,\n",
       "        0.19511784]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd_def</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.4696 0.4751 ... 0.421 0.4921</div><input id='attrs-a1fa32da-c4aa-4a63-a28c-9b632a6f7811' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a1fa32da-c4aa-4a63-a28c-9b632a6f7811' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab7326a1-fe04-42ca-9cf0-26a813484bc4' class='xr-var-data-in' type='checkbox'><label for='data-ab7326a1-fe04-42ca-9cf0-26a813484bc4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.46955261, 0.47512474, 0.63341231, ..., 0.58327107, 0.72444702,\n",
       "        0.50658899],\n",
       "       [0.39256371, 0.32363661, 0.40843975, ..., 0.44408188, 0.57876961,\n",
       "        0.65111554],\n",
       "       [0.52061242, 0.34800312, 0.4043559 , ..., 0.44499346, 0.60179336,\n",
       "        0.47027043],\n",
       "       [0.40872166, 0.36125612, 0.27738179, ..., 0.32163501, 0.42101095,\n",
       "        0.49208702]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atts</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2156 -0.09256 ... -0.1601 0.2063</div><input id='attrs-b2414887-d96c-4b70-9e5e-01ca0c320795' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b2414887-d96c-4b70-9e5e-01ca0c320795' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d923af81-3c60-4684-aebf-d8338e13aaee' class='xr-var-data-in' type='checkbox'><label for='data-d923af81-3c60-4684-aebf-d8338e13aaee' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.21562107, -0.09255802,  0.06265732, -0.10188148,\n",
       "         -0.29677367,  0.21293478],\n",
       "        [ 0.21169306, -0.03836927,  0.09907377, -0.17787987,\n",
       "         -0.34453839,  0.2500207 ],\n",
       "        [ 0.19551209, -0.03932357,  0.052407  , -0.13659895,\n",
       "         -0.35961331,  0.28761674],\n",
       "        ...,\n",
       "        [ 0.1201096 , -0.18607232,  0.10864587, -0.01451445,\n",
       "         -0.25181667,  0.22364797],\n",
       "        [ 0.17759457, -0.01726847,  0.17525471, -0.22664069,\n",
       "         -0.39415618,  0.28521607],\n",
       "        [ 0.16233649, -0.14257855,  0.07254214, -0.06143365,\n",
       "         -0.3024984 ,  0.27163197]],\n",
       "\n",
       "       [[ 0.15834879, -0.13917375,  0.07239926, -0.06983723,\n",
       "         -0.31934881,  0.29761174],\n",
       "        [ 0.11505727, -0.0387637 ,  0.14812622, -0.12505488,\n",
       "         -0.32203826,  0.22267336],\n",
       "        [ 0.10124357, -0.0031341 , -0.00879697, -0.07598993,\n",
       "         -0.30600115,  0.29267858],\n",
       "...\n",
       "        [ 0.12728396, -0.14637542,  0.1049122 , -0.05292635,\n",
       "         -0.25286075,  0.21996636],\n",
       "        [ 0.07038703, -0.10181463,  0.17284011, -0.12868363,\n",
       "         -0.29705685,  0.28432798],\n",
       "        [ 0.2271775 , -0.10797308,  0.16937927, -0.15781328,\n",
       "         -0.37616423,  0.24539383]],\n",
       "\n",
       "       [[ 0.17641368, -0.14589613,  0.14378545, -0.09847824,\n",
       "         -0.30389402,  0.22806926],\n",
       "        [ 0.14004444, -0.12921142,  0.15640448, -0.1367692 ,\n",
       "         -0.2978709 ,  0.26740259],\n",
       "        [ 0.14220368, -0.14293167,  0.20649923, -0.11814376,\n",
       "         -0.36345912,  0.27583165],\n",
       "        ...,\n",
       "        [ 0.21670753, -0.15176126,  0.05731812, -0.24585341,\n",
       "         -0.12624629,  0.24983532],\n",
       "        [ 0.16041189, -0.00802491,  0.15482066, -0.0565839 ,\n",
       "         -0.51723237,  0.26660862],\n",
       "        [ 0.22474033, -0.18533194,  0.08121591, -0.16679477,\n",
       "         -0.16010106,  0.20627154]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>defs</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.1927 -0.05329 ... 0.6558 -0.149</div><input id='attrs-6b8290c7-7195-4b5d-bb0d-4e2a017ac1cc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b8290c7-7195-4b5d-bb0d-4e2a017ac1cc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-174cd381-f9a8-4de4-890d-7c1b338881d4' class='xr-var-data-in' type='checkbox'><label for='data-174cd381-f9a8-4de4-890d-7c1b338881d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-0.1927145 , -0.05329   , -0.39825066,  0.21868946,\n",
       "          0.58323942, -0.15767372],\n",
       "        [-0.14194995, -0.05488524, -0.39463759,  0.20347002,\n",
       "          0.64000577, -0.25200302],\n",
       "        [-0.0727072 , -0.036288  , -0.3965858 ,  0.1691089 ,\n",
       "          0.53073077, -0.19425867],\n",
       "        ...,\n",
       "        [-0.13108144, -0.02485973, -0.47424317,  0.18464074,\n",
       "          0.62989116, -0.18434755],\n",
       "        [-0.12125327, -0.03415054, -0.32981499,  0.17521344,\n",
       "          0.5322549 , -0.22224954],\n",
       "        [-0.14521631, -0.06536581, -0.46969387,  0.27909465,\n",
       "          0.60566397, -0.20448261]],\n",
       "\n",
       "       [[-0.13474846,  0.01228056, -0.47424235,  0.22578606,\n",
       "          0.56103378, -0.19010959],\n",
       "        [-0.21919987, -0.03951744, -0.3378048 ,  0.16631039,\n",
       "          0.60084471, -0.17063299],\n",
       "        [-0.19411808,  0.03745937, -0.44419625,  0.20626227,\n",
       "          0.55109498, -0.15650229],\n",
       "...\n",
       "        [-0.1367817 , -0.02469459, -0.36117371,  0.13287336,\n",
       "          0.56592279, -0.17614616],\n",
       "        [-0.18984837, -0.06515322, -0.42637449,  0.21195443,\n",
       "          0.63368645, -0.16426481],\n",
       "        [-0.04719789, -0.04180801, -0.45223149,  0.23004607,\n",
       "          0.53746827, -0.22627694]],\n",
       "\n",
       "       [[-0.15132141,  0.01141562, -0.44185428,  0.16321607,\n",
       "          0.65521687, -0.23667287],\n",
       "        [-0.11046057, -0.11482574, -0.42728267,  0.23546516,\n",
       "          0.59616316, -0.17905933],\n",
       "        [-0.08098869, -0.06168209, -0.34188759,  0.09524169,\n",
       "          0.56297251, -0.17365583],\n",
       "        ...,\n",
       "        [-0.04662605, -0.07455553, -0.45576285,  0.14868743,\n",
       "          0.6075735 , -0.17931651],\n",
       "        [-0.24932881,  0.01307074, -0.3266198 ,  0.19645129,\n",
       "          0.57424589, -0.2078193 ],\n",
       "        [-0.03573   , -0.05628052, -0.48466578,  0.06988659,\n",
       "          0.65576034, -0.14897063]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6f386718-9072-490e-98a6-ac785e98b09c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6f386718-9072-490e-98a6-ac785e98b09c' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:36.745224</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
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       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:      (chain: 4, draw: 500, match: 60)\n",
       "Coordinates:\n",
       "  * chain        (chain) int32 0 1 2 3\n",
       "  * draw         (draw) int32 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * match        (match) &lt;U16 &#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;\n",
       "Data variables:\n",
       "    home_points  (chain, draw, match) int32 56 15 22 24 15 33 ... 14 26 35 27 19\n",
       "    away_points  (chain, draw, match) int32 10 17 8 14 25 15 ... 26 11 11 29 16\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:37.187225\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9368036f-a283-4c58-b07a-edc4cbbae7ea' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9368036f-a283-4c58-b07a-edc4cbbae7ea' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>match</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5af63b08-26f6-4d98-b20e-50ca2f262319' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5af63b08-26f6-4d98-b20e-50ca2f262319' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-b43fbb87-fc99-4055-8aef-9b15e5a1645f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b43fbb87-fc99-4055-8aef-9b15e5a1645f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00c92419-97fb-4c2d-ad65-97784ea3d7aa' class='xr-var-data-in' type='checkbox'><label for='data-00c92419-97fb-4c2d-ad65-97784ea3d7aa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-81541fa1-5c84-491a-8056-15382e5b0347' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81541fa1-5c84-491a-8056-15382e5b0347' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6add95a7-1f6f-43aa-809a-8f1626d00efd' class='xr-var-data-in' type='checkbox'><label for='data-6add95a7-1f6f-43aa-809a-8f1626d00efd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>match</span></div><div class='xr-var-dims'>(match)</div><div class='xr-var-dtype'>&lt;U16</div><div class='xr-var-preview xr-preview'>&#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;</div><input id='attrs-b72d8c73-0677-4d4a-99f0-b8fb8b474f47' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b72d8c73-0677-4d4a-99f0-b8fb8b474f47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-917318a6-fa84-43ec-97d7-ce75d3300976' class='xr-var-data-in' type='checkbox'><label for='data-917318a6-fa84-43ec-97d7-ce75d3300976' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Wales Italy&#x27;, &#x27;France England&#x27;, &#x27;Ireland Scotland&#x27;, &#x27;Ireland Wales&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;France Italy&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;,\n",
       "       &#x27;England Ireland&#x27;, &#x27;Ireland Italy&#x27;, &#x27;Scotland France&#x27;, &#x27;England Wales&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales Scotland&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;Italy Ireland&#x27;, &#x27;France Scotland&#x27;, &#x27;England Italy&#x27;, &#x27;Ireland France&#x27;,\n",
       "       &#x27;Scotland Wales&#x27;, &#x27;Scotland Italy&#x27;, &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;England Scotland&#x27;, &#x27;Italy France&#x27;, &#x27;Italy Wales&#x27;,\n",
       "       &#x27;Scotland Ireland&#x27;, &#x27;England France&#x27;, &#x27;France Italy&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;Ireland Wales&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales Scotland&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;, &#x27;England Ireland&#x27;,\n",
       "       &#x27;Ireland Italy&#x27;, &#x27;England Wales&#x27;, &#x27;Scotland France&#x27;, &#x27;Wales Italy&#x27;,\n",
       "       &#x27;Ireland Scotland&#x27;, &#x27;France England&#x27;, &#x27;Scotland Ireland&#x27;,\n",
       "       &#x27;England France&#x27;, &#x27;Italy Wales&#x27;, &#x27;Italy Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;France Scotland&#x27;, &#x27;Scotland Wales&#x27;, &#x27;Ireland France&#x27;, &#x27;England Italy&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;Italy France&#x27;, &#x27;England Scotland&#x27;, &#x27;Scotland Italy&#x27;,\n",
       "       &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;], dtype=&#x27;&lt;U16&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9bbbce45-1ec2-4ce1-ac4d-18b2be41c952' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9bbbce45-1ec2-4ce1-ac4d-18b2be41c952' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>home_points</span></div><div class='xr-var-dims'>(chain, draw, match)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>56 15 22 24 15 ... 14 26 35 27 19</div><input id='attrs-95838fde-d73e-420a-8482-2813ac9a424f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-95838fde-d73e-420a-8482-2813ac9a424f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3902e441-0085-495e-9695-299ea1d8ece7' class='xr-var-data-in' type='checkbox'><label for='data-3902e441-0085-495e-9695-299ea1d8ece7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[56, 15, 22, ..., 32, 19, 17],\n",
       "        [51, 11, 20, ..., 21, 18, 22],\n",
       "        [44, 16, 33, ..., 33, 12, 18],\n",
       "        ...,\n",
       "        [53, 17, 22, ..., 56, 19, 28],\n",
       "        [51, 15, 22, ..., 23, 19, 10],\n",
       "        [32, 19, 26, ..., 29, 11, 26]],\n",
       "\n",
       "       [[42, 14, 31, ..., 29, 13, 15],\n",
       "        [49, 16, 27, ..., 44, 25, 27],\n",
       "        [47, 22, 32, ..., 36, 20, 21],\n",
       "        ...,\n",
       "        [44, 17, 38, ..., 39, 19, 14],\n",
       "        [50, 15, 36, ..., 32, 13, 22],\n",
       "        [41, 17, 27, ..., 31, 17, 19]],\n",
       "\n",
       "       [[51, 20, 20, ..., 40, 19, 25],\n",
       "        [42, 21, 30, ..., 40, 20, 14],\n",
       "        [37, 18, 26, ..., 32, 23, 18],\n",
       "        ...,\n",
       "        [51, 16, 32, ..., 39, 17, 21],\n",
       "        [44, 17, 34, ..., 36, 12, 20],\n",
       "        [44, 19, 47, ..., 32, 15, 19]],\n",
       "\n",
       "       [[58, 16, 34, ..., 35,  9, 21],\n",
       "        [48, 18, 30, ..., 33, 11, 28],\n",
       "        [37, 10, 21, ..., 37, 16, 16],\n",
       "        ...,\n",
       "        [55, 17, 34, ..., 39, 18, 18],\n",
       "        [50, 13, 28, ..., 39,  9, 22],\n",
       "        [56, 20, 21, ..., 35, 27, 19]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>away_points</span></div><div class='xr-var-dims'>(chain, draw, match)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>10 17 8 14 25 15 ... 26 11 11 29 16</div><input id='attrs-09064171-2517-4870-8373-ac8434914ded' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-09064171-2517-4870-8373-ac8434914ded' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea8adc03-d9b6-47ba-adec-37c8d55f71d9' class='xr-var-data-in' type='checkbox'><label for='data-ea8adc03-d9b6-47ba-adec-37c8d55f71d9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[10, 17,  8, ..., 21, 17, 14],\n",
       "        [12, 21, 11, ..., 12, 20, 18],\n",
       "        [11, 27,  8, ..., 15, 28, 18],\n",
       "        ...,\n",
       "        [16, 21,  8, ..., 19, 15, 15],\n",
       "        [ 6, 22,  6, ..., 10, 33, 18],\n",
       "        [ 4, 22, 13, ..., 11, 27, 20]],\n",
       "\n",
       "       [[ 6, 20,  9, ..., 12, 23, 11],\n",
       "        [ 4, 19, 16, ..., 12, 21, 16],\n",
       "        [ 8, 28,  9, ..., 13, 16,  8],\n",
       "        ...,\n",
       "        [ 4, 19,  9, ..., 13, 21, 15],\n",
       "        [ 3, 18, 12, ..., 17, 33, 13],\n",
       "        [16, 21,  7, ..., 17, 20, 15]],\n",
       "\n",
       "       [[ 5, 25,  4, ...,  9, 30, 13],\n",
       "        [14, 22, 13, ..., 17, 14, 12],\n",
       "        [10, 24, 11, ..., 12, 16, 15],\n",
       "        ...,\n",
       "        [13, 23, 13, ..., 18, 27, 23],\n",
       "        [13, 25, 15, ..., 12, 16, 12],\n",
       "        [13, 25, 11, ..., 19, 23, 12]],\n",
       "\n",
       "       [[17, 25,  8, ...,  9, 17,  8],\n",
       "        [10, 14,  6, ..., 11, 17, 22],\n",
       "        [15, 21, 12, ...,  6, 24, 16],\n",
       "        ...,\n",
       "        [12, 22, 10, ..., 15, 15, 17],\n",
       "        [12, 25, 15, ..., 13, 27, 15],\n",
       "        [11, 20,  8, ..., 11, 29, 16]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc720e61-2baa-41e1-bc6f-469240b22d06' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cc720e61-2baa-41e1-bc6f-469240b22d06' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:37.187225</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
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       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:      (chain: 4, draw: 500, match: 60)\n",
       "Coordinates:\n",
       "  * chain        (chain) int32 0 1 2 3\n",
       "  * draw         (draw) int32 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * match        (match) &lt;U16 &#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;\n",
       "Data variables:\n",
       "    home_points  (chain, draw, match) float64 -10.16 -4.854 ... -2.686 -3.511\n",
       "    away_points  (chain, draw, match) float64 -2.871 -2.666 ... -2.688 -2.987\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:37.185224\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-148d33d0-4680-4f22-b30b-864e537458b4' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-148d33d0-4680-4f22-b30b-864e537458b4' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>match</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4a06f2dc-db52-4091-a5c6-371407e31320' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4a06f2dc-db52-4091-a5c6-371407e31320' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-858e28d6-99e0-4c8c-802e-59abfb857bcb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-858e28d6-99e0-4c8c-802e-59abfb857bcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fd386545-60bf-4af8-b34d-3515e7c015a0' class='xr-var-data-in' type='checkbox'><label for='data-fd386545-60bf-4af8-b34d-3515e7c015a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-77fadef5-6d25-42d5-b8e3-91fe11c5da18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-77fadef5-6d25-42d5-b8e3-91fe11c5da18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35ba9058-9ef6-45a5-b611-2b9ba7804e59' class='xr-var-data-in' type='checkbox'><label for='data-35ba9058-9ef6-45a5-b611-2b9ba7804e59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>match</span></div><div class='xr-var-dims'>(match)</div><div class='xr-var-dtype'>&lt;U16</div><div class='xr-var-preview xr-preview'>&#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;</div><input id='attrs-d360ed96-bab5-464b-9b0b-ad4ae4c627d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d360ed96-bab5-464b-9b0b-ad4ae4c627d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7afa8ba-18a1-43e3-a17a-0c7887d292ac' class='xr-var-data-in' type='checkbox'><label for='data-f7afa8ba-18a1-43e3-a17a-0c7887d292ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Wales Italy&#x27;, &#x27;France England&#x27;, &#x27;Ireland Scotland&#x27;, &#x27;Ireland Wales&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;France Italy&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;,\n",
       "       &#x27;England Ireland&#x27;, &#x27;Ireland Italy&#x27;, &#x27;Scotland France&#x27;, &#x27;England Wales&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales Scotland&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;Italy Ireland&#x27;, &#x27;France Scotland&#x27;, &#x27;England Italy&#x27;, &#x27;Ireland France&#x27;,\n",
       "       &#x27;Scotland Wales&#x27;, &#x27;Scotland Italy&#x27;, &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;England Scotland&#x27;, &#x27;Italy France&#x27;, &#x27;Italy Wales&#x27;,\n",
       "       &#x27;Scotland Ireland&#x27;, &#x27;England France&#x27;, &#x27;France Italy&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;Ireland Wales&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales Scotland&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;, &#x27;England Ireland&#x27;,\n",
       "       &#x27;Ireland Italy&#x27;, &#x27;England Wales&#x27;, &#x27;Scotland France&#x27;, &#x27;Wales Italy&#x27;,\n",
       "       &#x27;Ireland Scotland&#x27;, &#x27;France England&#x27;, &#x27;Scotland Ireland&#x27;,\n",
       "       &#x27;England France&#x27;, &#x27;Italy Wales&#x27;, &#x27;Italy Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;France Scotland&#x27;, &#x27;Scotland Wales&#x27;, &#x27;Ireland France&#x27;, &#x27;England Italy&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;Italy France&#x27;, &#x27;England Scotland&#x27;, &#x27;Scotland Italy&#x27;,\n",
       "       &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;], dtype=&#x27;&lt;U16&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ab321b88-4c6e-42da-828a-1278b56c5ff9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ab321b88-4c6e-42da-828a-1278b56c5ff9' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>home_points</span></div><div class='xr-var-dims'>(chain, draw, match)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-10.16 -4.854 ... -2.686 -3.511</div><input id='attrs-f4b7bd2e-a52d-4642-9127-d7beff7670aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f4b7bd2e-a52d-4642-9127-d7beff7670aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d7ca0b9-1e80-4061-824e-250390f321e2' class='xr-var-data-in' type='checkbox'><label for='data-8d7ca0b9-1e80-4061-824e-250390f321e2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[-10.15969081,  -4.85432708,  -2.58834589, ...,  -3.04803258,\n",
       "          -2.89251728,  -3.37445653],\n",
       "        [-11.47116834,  -5.26055231,  -2.596659  , ...,  -2.94506676,\n",
       "          -2.56313043,  -3.033958  ],\n",
       "        [ -9.16458836,  -4.43327601,  -2.59686291, ...,  -2.79530337,\n",
       "          -2.42591464,  -3.2693961 ],\n",
       "        ...,\n",
       "        [ -9.73856593,  -5.76061855,  -2.62071783, ...,  -4.43006808,\n",
       "          -2.89543161,  -3.71803076],\n",
       "        [ -8.78673134,  -4.49309798,  -2.7411697 , ...,  -2.61309191,\n",
       "          -2.44528473,  -3.91803624],\n",
       "        [ -9.45540961,  -5.83601277,  -2.67104543, ...,  -3.46161261,\n",
       "          -2.89908134,  -3.15948569]],\n",
       "\n",
       "       [[ -8.04073936,  -5.83527536,  -2.58834977, ...,  -3.01145878,\n",
       "          -2.91478229,  -3.14001039],\n",
       "        [ -8.83204388,  -4.26873841,  -2.64444804, ...,  -3.15816491,\n",
       "          -2.70405415,  -4.08381253],\n",
       "        [ -7.66220513,  -3.83235174,  -2.62009887, ...,  -3.19007322,\n",
       "          -2.53047318,  -3.14002844],\n",
       "...\n",
       "        [ -8.00516082,  -5.50078249,  -2.6014572 , ...,  -3.2851927 ,\n",
       "          -2.85418444,  -3.58193383],\n",
       "        [ -8.65375311,  -4.73709163,  -2.86182158, ...,  -3.37444493,\n",
       "          -2.80772076,  -4.38309315],\n",
       "        [-11.10297496,  -4.97133213,  -3.15497361, ...,  -2.90273664,\n",
       "          -2.42641094,  -4.18911726]],\n",
       "\n",
       "       [[-12.41769684,  -5.65483425,  -2.68865496, ...,  -4.03366095,\n",
       "          -2.74016962,  -3.75305312],\n",
       "        [ -9.12154787,  -5.24800695,  -2.8478386 , ...,  -3.02619248,\n",
       "          -2.66938617,  -4.02470817],\n",
       "        [ -8.89724953,  -5.12302422,  -2.64636559, ...,  -3.05939644,\n",
       "          -2.5716573 ,  -4.70837026],\n",
       "        ...,\n",
       "        [-11.46380841,  -5.39948744,  -2.61552058, ...,  -2.69130608,\n",
       "          -2.54307492,  -3.36728738],\n",
       "        [ -8.96875059,  -4.4295276 ,  -2.69765255, ...,  -3.35106513,\n",
       "          -2.7428742 ,  -3.74729965],\n",
       "        [-12.11882525,  -5.77605336,  -2.82078875, ...,  -3.05467019,\n",
       "          -2.6864044 ,  -3.51051524]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>away_points</span></div><div class='xr-var-dims'>(chain, draw, match)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.871 -2.666 ... -2.688 -2.987</div><input id='attrs-93ae71d2-b710-498f-abc5-6d6014abd18d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93ae71d2-b710-498f-abc5-6d6014abd18d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb73b9fe-9ec2-4eeb-8f4a-2390abe5b13d' class='xr-var-data-in' type='checkbox'><label for='data-bb73b9fe-9ec2-4eeb-8f4a-2390abe5b13d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ -2.8712984 ,  -2.6663703 ,  -3.21480181, ..., -16.85259651,\n",
       "          -2.65963255,  -3.48535276],\n",
       "        [ -2.90914943,  -2.61223161,  -2.82381475, ..., -15.62355309,\n",
       "          -2.60048916,  -3.66295871],\n",
       "        [ -2.5505584 ,  -2.51490522,  -3.25573812, ..., -15.69232982,\n",
       "          -2.80566633,  -4.31487885],\n",
       "        ...,\n",
       "        [ -2.43995906,  -2.52918902,  -3.47766569, ..., -17.69673042,\n",
       "          -2.56868661,  -3.32327778],\n",
       "        [ -3.00400733,  -2.52324951,  -2.91608356, ..., -14.53422926,\n",
       "          -2.57748594,  -4.44666282],\n",
       "        [ -2.70719399,  -2.56108002,  -3.08332936, ..., -17.8743802 ,\n",
       "          -2.48892883,  -3.43333931]],\n",
       "\n",
       "       [[ -2.74563448,  -2.52513417,  -2.99956772, ..., -16.57994957,\n",
       "          -2.685861  ,  -3.53403136],\n",
       "        [ -2.98697342,  -2.56814138,  -3.53836469, ..., -15.95276845,\n",
       "          -2.48286741,  -4.12348736],\n",
       "        [ -2.81332539,  -2.59190636,  -3.24560458, ..., -16.92789836,\n",
       "          -2.66822868,  -3.880867  ],\n",
       "...\n",
       "        [ -2.43664429,  -2.52506662,  -3.9842965 , ..., -16.92688545,\n",
       "          -2.61542343,  -4.10416008],\n",
       "        [ -2.64065175,  -2.51220526,  -3.26251896, ..., -17.84574141,\n",
       "          -2.43054258,  -4.23636411],\n",
       "        [ -2.71836962,  -2.6172786 ,  -2.63503093, ..., -15.37805002,\n",
       "          -2.65794903,  -3.2239182 ]],\n",
       "\n",
       "       [[ -2.94059004,  -2.60147033,  -2.7950999 , ..., -15.02933449,\n",
       "          -2.57638622,  -3.03954181],\n",
       "        [ -2.69017185,  -2.77818215,  -2.7877112 , ..., -16.61290073,\n",
       "          -2.36925194,  -3.45746844],\n",
       "        [ -2.71489232,  -2.55766842,  -3.41862088, ..., -13.91502086,\n",
       "          -2.44617324,  -4.31827507],\n",
       "        ...,\n",
       "        [ -2.29280296,  -2.5835318 ,  -2.47505893, ..., -19.04282528,\n",
       "          -2.66474083,  -3.49179889],\n",
       "        [ -4.09158752,  -2.53163726,  -4.1268804 , ..., -13.71298195,\n",
       "          -2.84809009,  -4.68828836],\n",
       "        [ -2.27852184,  -2.68715995,  -2.57784873, ..., -16.6822826 ,\n",
       "          -2.68814821,  -2.98702026]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8beea962-f296-48e7-96a3-dad61d2a6558' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8beea962-f296-48e7-96a3-dad61d2a6558' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:37.185224</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
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       "\n",
       ".xr-var-data > table {\n",
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       "\n",
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       "\n",
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       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:           (chain: 4, draw: 500)\n",
       "Coordinates:\n",
       "  * chain             (chain) int32 0 1 2 3\n",
       "  * draw              (draw) int32 0 1 2 3 4 5 6 ... 493 494 495 496 497 498 499\n",
       "Data variables:\n",
       "    mean_tree_accept  (chain, draw) float64 0.8036 0.9471 ... 0.9618 0.7094\n",
       "    tree_size         (chain, draw) float64 11.0 31.0 15.0 ... 7.0 15.0 15.0\n",
       "    step_size_bar     (chain, draw) float64 0.22 0.22 0.22 ... 0.2007 0.2007\n",
       "    diverging         (chain, draw) bool False False False ... False False False\n",
       "    max_energy_error  (chain, draw) float64 0.8629 -0.3075 ... -0.7951 1.371\n",
       "    depth             (chain, draw) int64 4 5 4 6 3 6 6 6 4 ... 4 5 5 4 4 3 4 4\n",
       "    lp                (chain, draw) float64 -531.7 -534.6 ... -537.6 -541.5\n",
       "    energy_error      (chain, draw) float64 -0.03919 -0.08478 ... 0.6678\n",
       "    step_size         (chain, draw) float64 0.2571 0.2571 ... 0.1624 0.1624\n",
       "    energy            (chain, draw) float64 537.4 539.9 540.7 ... 546.4 546.7\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:36.750224\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-822d3806-12d8-4313-be5c-6f576ac2622b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-822d3806-12d8-4313-be5c-6f576ac2622b' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 500</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9f8429eb-9290-43e0-94fc-e25205aac9d7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9f8429eb-9290-43e0-94fc-e25205aac9d7' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-9e75237f-3d89-4d72-88f5-497e9ecbae92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9e75237f-3d89-4d72-88f5-497e9ecbae92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3a362c4-546e-454d-bb52-597a59e2ec4d' class='xr-var-data-in' type='checkbox'><label for='data-d3a362c4-546e-454d-bb52-597a59e2ec4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-cb4cdaff-87b0-40ba-96bf-dd5e6b22da5e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb4cdaff-87b0-40ba-96bf-dd5e6b22da5e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-597a82e3-3787-4474-866c-c988b54a07ae' class='xr-var-data-in' type='checkbox'><label for='data-597a82e3-3787-4474-866c-c988b54a07ae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-efd65c2d-f069-4f34-8018-a2aa7f860366' class='xr-section-summary-in' type='checkbox'  checked><label for='section-efd65c2d-f069-4f34-8018-a2aa7f860366' class='xr-section-summary' >Data variables: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>mean_tree_accept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8036 0.9471 ... 0.9618 0.7094</div><input id='attrs-41b5cec4-a54f-4543-8791-90f898b9842d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41b5cec4-a54f-4543-8791-90f898b9842d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-20f88301-b843-49f8-bc2d-61db8490f289' class='xr-var-data-in' type='checkbox'><label for='data-20f88301-b843-49f8-bc2d-61db8490f289' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.80359355, 0.94706296, 0.97106371, ..., 0.75541621, 0.95514014,\n",
       "        0.8623516 ],\n",
       "       [0.69694687, 0.84533657, 0.61224706, ..., 0.99323804, 0.78903722,\n",
       "        1.        ],\n",
       "       [0.91004144, 0.89995965, 0.83762334, ..., 1.        , 0.89214557,\n",
       "        0.96564162],\n",
       "       [0.79301433, 0.62718415, 0.90456491, ..., 0.87433576, 0.96181736,\n",
       "        0.70935055]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tree_size</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.0 31.0 15.0 ... 7.0 15.0 15.0</div><input id='attrs-987378be-a5f4-4f85-9086-c70ff8a68400' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-987378be-a5f4-4f85-9086-c70ff8a68400' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-15fc937c-bc52-4f28-97a6-e532cf6f3c63' class='xr-var-data-in' type='checkbox'><label for='data-15fc937c-bc52-4f28-97a6-e532cf6f3c63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[11., 31., 15., ..., 23., 31., 15.],\n",
       "       [15., 23., 31., ..., 31., 23., 15.],\n",
       "       [ 7., 15., 23., ...,  7., 31., 31.],\n",
       "       [ 7., 15., 31., ...,  7., 15., 15.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>step_size_bar</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.22 0.22 0.22 ... 0.2007 0.2007</div><input id='attrs-24cdae0f-2efd-4524-abf6-719e6f939e26' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-24cdae0f-2efd-4524-abf6-719e6f939e26' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac9042bb-1ed7-4902-8ed2-7223692f3fc9' class='xr-var-data-in' type='checkbox'><label for='data-ac9042bb-1ed7-4902-8ed2-7223692f3fc9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.21999412, 0.21999412, 0.21999412, ..., 0.21999412, 0.21999412,\n",
       "        0.21999412],\n",
       "       [0.22660574, 0.22660574, 0.22660574, ..., 0.22660574, 0.22660574,\n",
       "        0.22660574],\n",
       "       [0.26044994, 0.26044994, 0.26044994, ..., 0.26044994, 0.26044994,\n",
       "        0.26044994],\n",
       "       [0.20069881, 0.20069881, 0.20069881, ..., 0.20069881, 0.20069881,\n",
       "        0.20069881]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>diverging</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>bool</div><div class='xr-var-preview xr-preview'>False False False ... False False</div><input id='attrs-6c42665c-3984-45a0-9a0c-e5943c17880a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c42665c-3984-45a0-9a0c-e5943c17880a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ba904be-b462-49b8-9475-5a453a934c76' class='xr-var-data-in' type='checkbox'><label for='data-9ba904be-b462-49b8-9475-5a453a934c76' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>max_energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8629 -0.3075 ... -0.7951 1.371</div><input id='attrs-1e0b5e75-3d8f-42a4-ac6c-0df625e89001' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e0b5e75-3d8f-42a4-ac6c-0df625e89001' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45143485-022d-4fc2-b13d-3f794483fb4d' class='xr-var-data-in' type='checkbox'><label for='data-45143485-022d-4fc2-b13d-3f794483fb4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.86294906, -0.30747411, -0.24392998, ...,  0.69974108,\n",
       "        -0.47897368,  0.61477013],\n",
       "       [ 0.95537124,  0.53435595,  1.17911128, ..., -0.30952158,\n",
       "         0.86473139, -0.44899335],\n",
       "       [ 0.28631581,  0.3107629 ,  0.49062518, ..., -0.53440921,\n",
       "         0.51201883, -0.6177045 ],\n",
       "       [ 0.69897734,  1.08195032,  0.5213269 , ...,  0.81100974,\n",
       "        -0.79505074,  1.3706711 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>depth</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 5 4 6 3 6 6 6 ... 4 5 5 4 4 3 4 4</div><input id='attrs-2cf35283-5ad6-4ee6-a851-08f0339cc03d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2cf35283-5ad6-4ee6-a851-08f0339cc03d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7f54ece-6068-4f13-9f1a-774382677eb3' class='xr-var-data-in' type='checkbox'><label for='data-b7f54ece-6068-4f13-9f1a-774382677eb3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[4, 5, 4, ..., 5, 5, 4],\n",
       "       [4, 5, 5, ..., 5, 5, 4],\n",
       "       [3, 4, 5, ..., 3, 5, 5],\n",
       "       [3, 4, 5, ..., 3, 4, 4]], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lp</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-531.7 -534.6 ... -537.6 -541.5</div><input id='attrs-6f7d265b-8200-4f82-b039-2d94df203d71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f7d265b-8200-4f82-b039-2d94df203d71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f212ddd-b488-4662-aa29-66d15a818f34' class='xr-var-data-in' type='checkbox'><label for='data-7f212ddd-b488-4662-aa29-66d15a818f34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-531.72039748, -534.60309792, -535.68861509, ..., -535.95568129,\n",
       "        -535.17492965, -533.46956513],\n",
       "       [-533.58205846, -533.04953211, -536.05276051, ..., -530.92544743,\n",
       "        -533.98486623, -533.30202666],\n",
       "       [-534.88324356, -534.87918911, -532.43426879, ..., -537.09154895,\n",
       "        -541.22227358, -540.06611152],\n",
       "       [-534.88199739, -532.92515099, -533.58060661, ..., -540.26706641,\n",
       "        -537.55398617, -541.45077475]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy_error</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.03919 -0.08478 ... 0.6678</div><input id='attrs-02c26658-1bb3-4edf-997c-3eb2bb51789a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02c26658-1bb3-4edf-997c-3eb2bb51789a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e425f9cf-cf7d-428d-8f92-94b07947fb9b' class='xr-var-data-in' type='checkbox'><label for='data-e425f9cf-cf7d-428d-8f92-94b07947fb9b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-0.03919472, -0.08477674, -0.09639803, ...,  0.06499164,\n",
       "        -0.12625382, -0.21584715],\n",
       "       [ 0.06287598, -0.23093307,  0.76613037, ...,  0.04494445,\n",
       "         0.40786034, -0.09359665],\n",
       "       [-0.1241807 ,  0.12849314, -0.09624285, ..., -0.14274778,\n",
       "         0.51201883, -0.25623101],\n",
       "       [ 0.0317209 , -0.29505006,  0.14484584, ...,  0.04211726,\n",
       "        -0.05388799,  0.66776858]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>step_size</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2571 0.2571 ... 0.1624 0.1624</div><input id='attrs-b5d9efc5-b9d2-40ce-b1b0-0a41b5abaeb9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5d9efc5-b9d2-40ce-b1b0-0a41b5abaeb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c2df99d-274c-47a2-9014-9a0f227dbf8a' class='xr-var-data-in' type='checkbox'><label for='data-9c2df99d-274c-47a2-9014-9a0f227dbf8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.2571202 , 0.2571202 , 0.2571202 , ..., 0.2571202 , 0.2571202 ,\n",
       "        0.2571202 ],\n",
       "       [0.17896424, 0.17896424, 0.17896424, ..., 0.17896424, 0.17896424,\n",
       "        0.17896424],\n",
       "       [0.22594059, 0.22594059, 0.22594059, ..., 0.22594059, 0.22594059,\n",
       "        0.22594059],\n",
       "       [0.16237247, 0.16237247, 0.16237247, ..., 0.16237247, 0.16237247,\n",
       "        0.16237247]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>energy</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>537.4 539.9 540.7 ... 546.4 546.7</div><input id='attrs-3f6f30b7-53fc-4be1-884f-bac1561ace18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3f6f30b7-53fc-4be1-884f-bac1561ace18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc537d21-73e9-448e-b3e6-539a0a3e3682' class='xr-var-data-in' type='checkbox'><label for='data-cc537d21-73e9-448e-b3e6-539a0a3e3682' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[537.36710374, 539.85920419, 540.74335981, ..., 548.99795139,\n",
       "        542.52351465, 541.27421149],\n",
       "       [543.29531981, 542.02706222, 541.64119   , ..., 533.36842053,\n",
       "        538.81689113, 538.37268892],\n",
       "       [541.63534182, 540.69870459, 541.12074718, ..., 542.2605895 ,\n",
       "        546.4822492 , 551.03601253],\n",
       "       [544.06096033, 547.98211447, 540.03853408, ..., 547.48918263,\n",
       "        546.4386844 , 546.70999002]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7759f8ac-f158-4408-8cdd-62b3b20af570' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7759f8ac-f158-4408-8cdd-62b3b20af570' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:36.750224</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_prior54281a0c-9945-4d90-b04c-00f716fef6da\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_prior54281a0c-9945-4d90-b04c-00f716fef6da\" class = \"xr-section-summary\">prior</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
       "</symbol>\n",
       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (chain: 1, draw: 500, team: 6)\n",
       "Coordinates:\n",
       "  * chain         (chain) int32 0\n",
       "  * draw          (draw) int32 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * team          (team) &lt;U8 &#x27;Wales&#x27; &#x27;France&#x27; &#x27;Ireland&#x27; ... &#x27;Italy&#x27; &#x27;England&#x27;\n",
       "Data variables:\n",
       "    defs          (chain, draw, team) float64 0.3649 -0.3844 ... 0.2364 -0.5565\n",
       "    intercept     (chain, draw) float64 3.691 4.077 3.045 ... 3.27 2.467 2.75\n",
       "    defs_star     (chain, draw, team) float64 0.3562 -0.3931 ... 1.016 0.2227\n",
       "    sd_def_log__  (chain, draw) float64 -1.066 0.4183 -2.356 ... 0.816 0.2812\n",
       "    atts          (chain, draw, team) float64 0.8203 -1.08 ... 0.9878 0.6866\n",
       "    home          (chain, draw) float64 0.6837 1.679 2.184 ... 0.03419 -0.6849\n",
       "    sd_def        (chain, draw) float64 0.3444 1.519 0.09478 ... 2.261 1.325\n",
       "    sd_att_log__  (chain, draw) float64 0.1429 -0.9443 0.948 ... -1.315 0.03356\n",
       "    atts_star     (chain, draw, team) float64 0.1647 -1.736 ... 0.95 0.6488\n",
       "    sd_att        (chain, draw) float64 1.154 0.389 2.581 ... 2.523 0.2686 1.034\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:37.190224\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-8876e418-41f6-42a7-b512-e4ff92c729a2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8876e418-41f6-42a7-b512-e4ff92c729a2' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>team</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ddca162a-85dd-44b5-9a8d-13769aa4c262' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ddca162a-85dd-44b5-9a8d-13769aa4c262' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-57aa6bc1-7843-42c3-a752-ed247dc5accf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-57aa6bc1-7843-42c3-a752-ed247dc5accf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fec2fd4-c9c0-4e68-b869-7afd18860c4e' class='xr-var-data-in' type='checkbox'><label for='data-8fec2fd4-c9c0-4e68-b869-7afd18860c4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-3cdbc6ee-1a33-4204-a31a-0bb30fb02ff5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3cdbc6ee-1a33-4204-a31a-0bb30fb02ff5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb8ae6c4-d8ed-4605-b0d1-33364fb35a31' class='xr-var-data-in' type='checkbox'><label for='data-bb8ae6c4-d8ed-4605-b0d1-33364fb35a31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>team</span></div><div class='xr-var-dims'>(team)</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;Wales&#x27; &#x27;France&#x27; ... &#x27;England&#x27;</div><input id='attrs-bd142585-b524-46e4-821e-2c9f07b1f456' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bd142585-b524-46e4-821e-2c9f07b1f456' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7070871f-0075-4782-9a98-7ecfa8c73e26' class='xr-var-data-in' type='checkbox'><label for='data-7070871f-0075-4782-9a98-7ecfa8c73e26' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Wales&#x27;, &#x27;France&#x27;, &#x27;Ireland&#x27;, &#x27;Scotland&#x27;, &#x27;Italy&#x27;, &#x27;England&#x27;],\n",
       "      dtype=&#x27;&lt;U8&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fbd5aa7b-deb5-476a-a021-7f5471341dfd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fbd5aa7b-deb5-476a-a021-7f5471341dfd' class='xr-section-summary' >Data variables: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>defs</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3649 -0.3844 ... 0.2364 -0.5565</div><input id='attrs-72a6fd3e-36f2-4980-be9a-a94ce0d09aab' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72a6fd3e-36f2-4980-be9a-a94ce0d09aab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d58b5fe0-d747-49c7-883d-3880796089be' class='xr-var-data-in' type='checkbox'><label for='data-d58b5fe0-d747-49c7-883d-3880796089be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.36487678, -0.38443287,  0.30165726,  0.17711486,\n",
       "         -0.24574026, -0.21347577],\n",
       "        [ 0.51735451,  1.20431631, -3.23272111,  2.97954904,\n",
       "         -0.69116515, -0.77733359],\n",
       "        [-0.02674852, -0.01977969,  0.08205759,  0.09457014,\n",
       "         -0.14141665,  0.01131713],\n",
       "        ...,\n",
       "        [-1.59328314,  0.6525504 ,  0.59512715, -2.11819877,\n",
       "          1.72555489,  0.73824947],\n",
       "        [ 0.41597281,  1.72396641,  1.7012055 ,  3.22315044,\n",
       "         -1.94362285, -5.12067231],\n",
       "        [-0.54943054, -0.43017727,  0.8319758 ,  0.46772177,\n",
       "          0.2363749 , -0.55646466]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>intercept</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.691 4.077 3.045 ... 2.467 2.75</div><input id='attrs-7a617ade-1003-4e6e-92b8-038d39b3518d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a617ade-1003-4e6e-92b8-038d39b3518d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae24af86-972c-4192-8753-1362e0614093' class='xr-var-data-in' type='checkbox'><label for='data-ae24af86-972c-4192-8753-1362e0614093' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 3.69124954,  4.07736926,  3.04523653,  3.34045377,  4.85777469,\n",
       "         2.88411147,  3.15316097,  2.75087855,  2.53648781,  2.30758897,\n",
       "         0.97916778,  2.54609876,  1.93570176,  4.25096316,  2.65177238,\n",
       "         3.85296849,  2.66578326,  1.55938579,  4.09372364,  3.11227974,\n",
       "         3.04112267,  4.74313275,  5.13453361,  3.60358722,  1.82206379,\n",
       "         3.38861633,  3.18979851,  1.40578657,  4.62949655,  1.71868798,\n",
       "         2.84466553,  3.12349852,  2.53612831,  3.64394279,  2.76687017,\n",
       "         2.1199014 ,  4.56714967,  3.27221968,  1.87935926,  4.35370912,\n",
       "         2.6823531 ,  0.35669126,  1.72247938,  2.44389779,  2.55915168,\n",
       "         2.9909571 ,  4.94727944,  0.93171027,  2.70889545,  1.91707831,\n",
       "         3.12575836,  1.82426764,  3.34438962,  5.06365165,  2.96207461,\n",
       "         3.39892042,  3.43966617,  1.29063054,  3.83234184,  3.31897498,\n",
       "         2.91190794,  4.57060514,  4.59612634,  1.03548772,  3.55312697,\n",
       "         1.46190655,  1.77192867,  1.94231762,  2.41190076,  0.52194176,\n",
       "         4.1887948 ,  3.18055435,  2.65158123,  2.42980046,  2.27504648,\n",
       "         2.63114899,  2.44325613,  3.1007089 ,  2.37316353,  3.12490195,\n",
       "         0.98054764,  3.89259511,  3.5394743 ,  1.96412018,  2.98331603,\n",
       "         3.39389377,  2.10299571,  2.94639688,  3.39564575,  3.36486323,\n",
       "         3.96187033,  3.44742214,  3.53738437,  3.60342362,  2.72374042,\n",
       "         3.36026835,  2.48272519,  2.38761271,  2.79098602,  4.05336911,\n",
       "...\n",
       "         2.84704442,  2.63713254,  1.90020633,  2.26250946,  3.21133216,\n",
       "         2.6203123 ,  1.68284972,  3.29556485,  3.69148956,  3.18346042,\n",
       "         3.12425686,  4.62965517,  3.6495595 ,  2.56781732,  2.59539979,\n",
       "         2.9129178 ,  1.0706159 ,  1.30007033,  3.3395691 ,  1.9627766 ,\n",
       "         2.91843958,  3.8423682 ,  1.28821077,  1.82480752,  5.38949329,\n",
       "         4.0349776 ,  2.95856939,  3.82839951,  3.55421924,  3.52817703,\n",
       "         2.49819993,  4.18051029,  3.46990312,  3.29551278,  2.74101595,\n",
       "         1.22471501,  2.08865698,  2.24702152,  3.11290091,  3.42632747,\n",
       "         3.76420607,  3.43749184,  1.9120233 ,  1.46838341,  2.53578368,\n",
       "         3.06140235,  2.49614008,  5.08326191,  3.51328499,  2.958774  ,\n",
       "         2.74427167,  1.51611272,  2.81723319,  5.05662266,  4.65196745,\n",
       "         3.10822894,  3.53282912,  1.5225347 ,  1.01995252,  3.95044161,\n",
       "         2.4457307 ,  1.70048159,  2.83573617,  3.14123282,  2.08992048,\n",
       "         0.71294869,  2.73544747,  2.01621652, -0.3878536 ,  3.55890962,\n",
       "         3.42922099,  2.74127849,  3.28065588,  2.29207533,  4.65789501,\n",
       "         2.81448468,  4.2813276 ,  3.02496345,  2.43060541,  3.51945837,\n",
       "         1.78334333,  1.77533882,  4.00820995,  3.36059521,  2.55070577,\n",
       "         3.07659986,  1.0346995 ,  3.42397193,  3.40044779,  3.16820216,\n",
       "         2.80238202,  3.68464446,  2.19873625,  3.56748093,  1.14998343,\n",
       "         3.82708526,  2.75294247,  3.26983769,  2.46737673,  2.7501275 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>defs_star</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3562 -0.3931 ... 1.016 0.2227</div><input id='attrs-b064e7e4-0c66-4b31-a470-e6d0d9b9468a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b064e7e4-0c66-4b31-a470-e6d0d9b9468a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1bd0a20-704d-49bb-b6ed-11eab3b514ec' class='xr-var-data-in' type='checkbox'><label for='data-a1bd0a20-704d-49bb-b6ed-11eab3b514ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.35617972, -0.39312993,  0.2929602 ,  0.16841779,\n",
       "         -0.25443733, -0.22217283],\n",
       "        [ 0.74756056,  1.43452236, -3.00251506,  3.20975509,\n",
       "         -0.4609591 , -0.54712754],\n",
       "        [-0.0795219 , -0.07255308,  0.02928421,  0.04179675,\n",
       "         -0.19419004, -0.04145625],\n",
       "        ...,\n",
       "        [-3.29847389, -1.05264034, -1.11006359, -3.82338952,\n",
       "          0.02036414, -0.96694128],\n",
       "        [ 0.31667812,  1.62467172,  1.60191081,  3.12385575,\n",
       "         -2.04291754, -5.21996699],\n",
       "        [ 0.22976063,  0.3490139 ,  1.61116697,  1.24691294,\n",
       "          1.01556607,  0.22272651]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd_def_log__</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.066 0.4183 ... 0.816 0.2812</div><input id='attrs-793991ca-49b9-48ea-8931-dc11c9b6b3fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-793991ca-49b9-48ea-8931-dc11c9b6b3fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35a7893c-ba75-4e73-8cfd-7085157adf69' class='xr-var-data-in' type='checkbox'><label for='data-35a7893c-ba75-4e73-8cfd-7085157adf69' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-1.06589176e+00,  4.18298039e-01, -2.35621810e+00,\n",
       "        -1.05968179e-03,  1.16832858e+00,  1.47402230e-01,\n",
       "         1.67428322e-01, -2.89964869e+00,  7.56069050e-02,\n",
       "         1.74080392e-01,  1.89503875e-01, -1.48175874e+00,\n",
       "        -5.84024292e-01,  6.55125312e-01,  1.53330899e-01,\n",
       "         6.01459235e-01, -4.30750360e-01,  6.82598863e-01,\n",
       "         4.67294192e-02, -2.04916593e-01,  1.39737777e+00,\n",
       "         8.46664166e-01,  8.01710656e-01,  8.48777276e-01,\n",
       "        -7.04737385e-01,  4.69842176e-01,  1.18838285e+00,\n",
       "         1.15445445e+00, -3.51284112e-01,  1.27147682e+00,\n",
       "        -2.36723801e+00,  2.39324765e-01,  7.76435107e-01,\n",
       "         9.32030069e-01,  1.19834914e+00, -1.79829930e+00,\n",
       "         7.69558495e-01, -1.30774981e+00,  1.60383903e-01,\n",
       "         5.29641898e-01,  1.30102290e+00,  6.13973896e-01,\n",
       "         4.49234402e-01,  7.66607590e-01,  4.77258632e-02,\n",
       "         3.58371827e-01,  7.92517487e-01,  1.10664099e+00,\n",
       "         3.74848158e-01,  9.39599686e-01,  1.09727737e-01,\n",
       "         4.86775514e-01, -2.14213337e-02, -4.88792000e-01,\n",
       "        -1.37425242e+00,  5.08532892e-01, -6.63173547e-01,\n",
       "         5.04870298e-01,  1.13333685e+00,  9.92740247e-01,\n",
       "...\n",
       "         7.09170859e-01,  1.79115196e+00,  2.43932725e-01,\n",
       "         2.77787575e-02,  3.40004434e-01, -1.96603543e+00,\n",
       "         6.26069670e-01,  1.22732908e+00, -9.52728062e-01,\n",
       "         1.02613974e+00,  2.14493248e-01, -7.41457256e-01,\n",
       "        -1.93896398e-01, -1.32846415e-01,  8.77895227e-01,\n",
       "         1.35617847e+00,  1.05257709e+00,  9.92479296e-01,\n",
       "         1.37848505e+00,  9.21587464e-01, -5.54498928e-01,\n",
       "         9.46294451e-01, -2.38397777e-01,  3.85660855e-01,\n",
       "         8.63827043e-01,  6.21395237e-01, -5.52197585e-01,\n",
       "         1.06139927e+00, -2.58593780e-01,  4.70239037e-01,\n",
       "         3.12857007e-01,  2.96849158e-01,  1.17164606e+00,\n",
       "        -1.99937893e+00,  7.79844747e-01,  1.55639745e+00,\n",
       "         1.26237817e+00,  5.60435416e-02,  8.39493548e-01,\n",
       "        -1.40157795e+00, -7.53975907e-01,  1.68526674e+00,\n",
       "        -2.83336115e-01,  3.27430998e-01, -1.41677794e+00,\n",
       "         7.65923318e-01,  3.09535875e-01, -1.46675261e+00,\n",
       "        -5.36308916e-02,  1.29763188e-01, -8.93479193e-01,\n",
       "         6.49177117e-01,  1.61241408e+00, -2.85622971e+00,\n",
       "        -6.66896769e-01,  1.16223231e+00,  1.08750830e+00,\n",
       "         8.15970098e-01,  2.81189551e-01]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atts</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.8203 -1.08 ... 0.9878 0.6866</div><input id='attrs-de417f4b-5671-4cb0-a79e-481b8162238b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-de417f4b-5671-4cb0-a79e-481b8162238b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-56331cab-4e76-4c48-95cb-72f891516da5' class='xr-var-data-in' type='checkbox'><label for='data-56331cab-4e76-4c48-95cb-72f891516da5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.82026049, -1.08031181,  1.5154321 ,  0.49641769,\n",
       "         -0.19424107, -1.5575574 ],\n",
       "        [ 0.5376509 ,  0.0255794 ,  0.02552925, -0.21844254,\n",
       "         -0.16043605, -0.20988096],\n",
       "        [-1.71106931,  3.35204452,  1.14227194, -3.71858454,\n",
       "          3.40565032, -2.47031293],\n",
       "        ...,\n",
       "        [ 0.25502353, -2.93409953, -1.90830893,  3.55346554,\n",
       "         -0.77433487,  1.80825425],\n",
       "        [ 0.08039052, -0.19854194, -0.31275648,  0.52440855,\n",
       "         -0.01393259, -0.07956805],\n",
       "        [-1.21885009, -0.4893025 , -1.01509659,  1.04885754,\n",
       "          0.98781164,  0.68658   ]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>home</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.6837 1.679 ... 0.03419 -0.6849</div><input id='attrs-b6bc5636-ab3f-4da2-a250-6e033d479628' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b6bc5636-ab3f-4da2-a250-6e033d479628' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-743c471f-5bb5-4ba1-9759-80a1991a88d2' class='xr-var-data-in' type='checkbox'><label for='data-743c471f-5bb5-4ba1-9759-80a1991a88d2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 0.6837094 ,  1.67892685,  2.1842526 ,  0.51908417,  0.31548494,\n",
       "        -0.01419297, -1.3548117 ,  1.30906815,  0.38446623,  0.36107261,\n",
       "         0.20408282,  0.1001916 ,  0.45266677,  0.01469782,  0.02913416,\n",
       "         0.18872659,  0.4334067 ,  0.59311691, -0.58544875,  1.73818767,\n",
       "         1.17451501, -0.27842168, -0.27928942, -0.47199173,  1.70019537,\n",
       "         0.15072145, -0.53064974, -1.70898731,  0.51732   , -1.59434195,\n",
       "        -1.22851166, -2.62600021,  0.37322318,  0.38248166, -0.790427  ,\n",
       "         0.05587812, -1.01439926,  0.08166331, -0.11245833, -1.91074587,\n",
       "         0.06632625, -1.83219136,  0.46358651,  1.10526051,  0.6440587 ,\n",
       "        -0.42238681,  0.91851792,  1.49501784, -0.54916333,  0.68896318,\n",
       "        -1.09892225, -0.34067287, -0.05166926, -0.7252321 ,  0.9026773 ,\n",
       "         0.41680382,  0.70037765, -0.4335851 ,  0.19327396,  1.37137429,\n",
       "         0.15746783, -0.35672278, -0.68632681,  0.00985867, -0.79192458,\n",
       "        -0.09017165,  1.10623019, -1.14563113,  0.52283891,  0.61753578,\n",
       "         1.04999265,  0.23222799, -1.17626327, -1.1888379 ,  0.95705914,\n",
       "         0.73192775,  0.30403267,  0.07390119,  0.63285404, -0.49679748,\n",
       "         0.13680336, -0.45248897, -2.34511281, -0.22015089,  0.3766755 ,\n",
       "         1.55542818, -0.25946991, -0.01078213, -0.40159412, -0.36497887,\n",
       "        -1.22214673, -1.37528119,  0.65302307,  0.42776714, -1.1533918 ,\n",
       "        -0.14249748,  0.21496631, -0.13928665, -0.17788359, -0.80520347,\n",
       "...\n",
       "         0.68259862, -0.79856987, -1.18314305, -0.31096955,  0.73244835,\n",
       "         0.57084517,  1.25596617, -1.18978834,  0.58451355,  1.26332306,\n",
       "         0.51478768, -1.10668343,  0.16568561,  0.47603976,  2.31450056,\n",
       "        -0.64922996, -1.75989671, -0.69535868, -0.31402269, -1.06916632,\n",
       "        -0.03662335,  0.78374192, -1.5256159 , -0.995674  ,  0.91952082,\n",
       "        -0.98375541,  0.33353795, -0.69476573, -1.25240205,  0.14915278,\n",
       "        -0.37916177,  0.21683126,  1.16702094,  0.02884341, -0.35412376,\n",
       "         0.33434144, -0.29775314, -0.0585291 ,  0.05824028,  1.12270997,\n",
       "        -0.61220185,  0.02433939,  0.17401484,  1.06033901,  1.17673154,\n",
       "        -0.37824292,  0.44575438,  0.35729493,  1.14347762, -0.54751826,\n",
       "        -2.12166397, -2.5165794 , -0.11591794, -1.23861658, -1.08324563,\n",
       "         0.55218068, -0.60805805,  0.26674995,  0.50853022, -0.72764676,\n",
       "        -0.13842478, -0.52507723,  1.17971368, -1.83765898, -1.06898546,\n",
       "        -1.09952747,  0.17916511,  0.24210364,  1.99101478, -0.08594777,\n",
       "        -0.32917291, -0.74074701, -1.16654798, -0.43543836,  1.46499732,\n",
       "         1.15015078, -0.7268093 , -1.37845741, -0.72954829,  0.4785741 ,\n",
       "        -1.00080863, -1.7571408 , -0.36363103, -0.39698453,  0.43952495,\n",
       "        -0.05292103, -1.64149396, -0.40252234,  1.66162496, -0.27258669,\n",
       "         0.41426782,  1.27030136, -0.13935891, -1.26809055, -1.21719155,\n",
       "        -0.39907311, -1.19408178,  0.62513757,  0.03419443, -0.6848984 ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd_def</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3444 1.519 ... 2.261 1.325</div><input id='attrs-06c31e9c-247a-4c1c-bf13-96638c3553e4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06c31e9c-247a-4c1c-bf13-96638c3553e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-21455b6b-176c-4046-a011-b703259c9336' class='xr-var-data-in' type='checkbox'><label for='data-21455b6b-176c-4046-a011-b703259c9336' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.34442058, 1.51937344, 0.09477799, 0.99894088, 3.21661183,\n",
       "        1.15881998, 1.18226055, 0.05504255, 1.07853852, 1.19015124,\n",
       "        1.20864981, 0.22723769, 0.5576497 , 1.92538378, 1.16571065,\n",
       "        1.82477964, 0.65002116, 1.97901424, 1.04783845, 0.81471527,\n",
       "        4.04458023, 2.33185518, 2.22935132, 2.33678786, 0.49423835,\n",
       "        1.5997417 , 3.28176981, 3.1722923 , 0.70378377, 3.56611518,\n",
       "        0.09373928, 1.27039105, 2.1737094 , 2.53965963, 3.31464038,\n",
       "        0.16558025, 2.15881292, 0.27042789, 1.17396147, 1.69832403,\n",
       "        3.6730519 , 1.84775963, 1.56711195, 2.15245185, 1.04888308,\n",
       "        1.4309976 , 2.20895044, 3.02418306, 1.4547705 , 2.55895683,\n",
       "        1.11597419, 1.62706132, 0.97880647, 0.61336689, 0.25302868,\n",
       "        1.66284982, 0.51521368, 1.65677062, 3.10600348, 2.69861923,\n",
       "        0.36245628, 1.16181879, 1.11952196, 1.06238701, 2.15559744,\n",
       "        0.69513856, 3.0747933 , 0.86657095, 1.37132772, 4.26335035,\n",
       "        1.12474309, 0.90764374, 5.50955845, 2.34548331, 1.74442125,\n",
       "        4.15473404, 1.2511867 , 4.39557419, 0.10818261, 0.90952928,\n",
       "        3.87732636, 1.06471708, 1.64382099, 0.28688469, 0.49285886,\n",
       "        2.52667192, 0.89998017, 3.73937707, 1.77062647, 0.70039025,\n",
       "        0.74480197, 4.10302134, 2.94923152, 1.54995133, 4.02153032,\n",
       "        1.80747429, 1.7307372 , 2.93494085, 1.65504435, 2.54986579,\n",
       "...\n",
       "        0.62686996, 4.19171744, 2.89945999, 0.71018159, 0.06099912,\n",
       "        0.97298662, 0.23171276, 1.43141378, 2.75907555, 1.18721193,\n",
       "        3.79065908, 3.26666412, 4.95643884, 2.28508051, 2.03435074,\n",
       "        3.21605614, 3.72125804, 0.22150587, 0.06989517, 3.12514152,\n",
       "        1.15993388, 0.48939039, 0.39256826, 2.09961485, 0.97724089,\n",
       "        2.3632678 , 0.10940409, 2.15688282, 1.91232053, 1.24290173,\n",
       "        1.51289695, 1.7315645 , 2.12139719, 0.72582033, 0.01099972,\n",
       "        1.51147784, 0.81008929, 0.46694342, 2.8603772 , 1.96218133,\n",
       "        4.08274284, 2.03230549, 5.99635608, 1.27625847, 1.02816818,\n",
       "        1.40495382, 0.14001084, 1.87024543, 3.41210389, 0.38568741,\n",
       "        2.79027385, 1.23923375, 0.47641914, 0.82374324, 0.87559956,\n",
       "        2.40583065, 3.88133231, 2.86502504, 2.69791512, 3.96888441,\n",
       "        2.51327696, 0.57435998, 2.57614592, 0.78788922, 1.47058584,\n",
       "        2.37222194, 1.8615235 , 0.57568331, 2.89041262, 0.77213662,\n",
       "        1.6003767 , 1.367326  , 1.34561231, 3.22730058, 0.13541936,\n",
       "        2.18113361, 4.74170819, 3.53381551, 1.05764373, 2.31519415,\n",
       "        0.24620815, 0.4704922 , 5.39388948, 0.75326656, 1.38739931,\n",
       "        0.24249409, 2.1509795 , 1.36279246, 0.23067336, 0.94778188,\n",
       "        1.13855873, 0.40922948, 1.91396521, 5.01490301, 0.05748509,\n",
       "        0.51329899, 3.19706216, 2.96687231, 2.26136836, 1.32470468]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd_att_log__</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1429 -0.9443 ... -1.315 0.03356</div><input id='attrs-4b3e16d1-d4fd-4560-bb7a-b2e56a192081' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4b3e16d1-d4fd-4560-bb7a-b2e56a192081' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-982190fa-e4f8-4862-87f5-66ee74631f8a' class='xr-var-data-in' type='checkbox'><label for='data-982190fa-e4f8-4862-87f5-66ee74631f8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[ 1.42934243e-01, -9.44265358e-01,  9.47991437e-01,\n",
       "        -4.99341355e-01,  1.20023040e+00, -5.00843104e-01,\n",
       "         1.29737872e+00, -7.42194930e-01, -1.94839829e+00,\n",
       "        -1.53679619e-01,  1.36486011e+00, -2.27561652e+00,\n",
       "        -9.60013501e-01,  4.78338519e-01,  1.02650996e+00,\n",
       "         3.52273029e-01,  2.57810024e-01,  6.71115181e-01,\n",
       "         2.69918289e-01,  6.61141789e-01,  1.36386336e+00,\n",
       "         1.13637025e+00, -4.01687491e-01, -8.28891980e-01,\n",
       "        -1.08845056e+00, -3.73316771e-01,  6.68084455e-01,\n",
       "        -8.75629205e-01, -2.84141955e-01,  2.60977120e-01,\n",
       "         9.82349287e-01,  6.32296114e-02,  3.18153362e-01,\n",
       "         1.43677469e+00, -1.36946229e-01,  3.59161940e-01,\n",
       "         1.76543865e-02, -3.33004600e-01,  2.21941290e-01,\n",
       "        -1.31338226e+00,  8.31219829e-01, -1.63566035e+00,\n",
       "         8.76813579e-01,  3.26358505e-01,  7.74964240e-01,\n",
       "        -4.71003061e-01, -1.92502489e-01,  1.27698103e+00,\n",
       "         7.76342771e-01,  1.33533577e+00,  8.93929871e-01,\n",
       "        -1.74485125e-02, -2.88342073e-02, -4.60722539e-01,\n",
       "         1.22390145e+00,  6.75418257e-01,  8.56631891e-01,\n",
       "         6.52805113e-01, -3.78462110e-01, -6.72837943e-01,\n",
       "...\n",
       "        -1.19912417e+00, -6.80542350e-01,  8.50175557e-01,\n",
       "         3.82491758e-01,  1.97581052e-01, -1.03519812e-01,\n",
       "         9.52217938e-01, -3.45002756e+00, -1.31492491e-01,\n",
       "         9.31633822e-01,  9.73723210e-03, -5.52503570e-01,\n",
       "         3.10096258e-01,  1.84186852e-01,  4.50642203e-01,\n",
       "        -4.39479931e-01,  6.94176076e-01, -1.16096468e+00,\n",
       "         2.56406341e-01, -9.29881525e-01,  4.32944076e-01,\n",
       "         9.37655536e-01,  5.37012107e-01,  3.24406081e-01,\n",
       "        -5.10344984e-02, -8.19116972e-02,  7.66554975e-01,\n",
       "         9.25176615e-01,  8.24160896e-01,  4.18251010e-01,\n",
       "        -1.99330458e+00,  7.55555262e-01,  1.35913824e+00,\n",
       "        -5.76869684e-01,  1.56341270e-01,  9.61714438e-01,\n",
       "         1.17399794e+00,  7.72070128e-01, -2.99344241e+00,\n",
       "         1.37655580e+00, -1.04130079e-01,  1.35771620e+00,\n",
       "         1.17024049e-01,  2.33804529e-01, -3.99784601e-02,\n",
       "         1.41868451e-02, -1.89603438e+00,  3.16339128e-01,\n",
       "         1.03448545e+00, -4.80374731e-01,  2.05517535e-03,\n",
       "         1.10369417e+00, -1.54518849e+00,  6.90346375e-01,\n",
       "         9.68772016e-01,  4.45613916e-01,  9.25412287e-01,\n",
       "        -1.31467559e+00,  3.35559226e-02]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atts_star</span></div><div class='xr-var-dims'>(chain, draw, team)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1647 -1.736 ... 0.95 0.6488</div><input id='attrs-aa4100af-f4cc-4f01-a0b0-87254302d2b9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aa4100af-f4cc-4f01-a0b0-87254302d2b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45b70997-c4d5-4d1d-8dee-e7fa406550c4' class='xr-var-data-in' type='checkbox'><label for='data-45b70997-c4d5-4d1d-8dee-e7fa406550c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 0.16466519, -1.73590712,  0.8598368 , -0.15917761,\n",
       "         -0.84983637, -2.2131527 ],\n",
       "        [ 0.2738893 , -0.2381822 , -0.23823236, -0.48220414,\n",
       "         -0.42419765, -0.47364256],\n",
       "        [-1.29652199,  3.76659183,  1.55681926, -3.30403723,\n",
       "          3.82019764, -2.05576562],\n",
       "        ...,\n",
       "        [ 0.04770724, -3.14141582, -2.11562522,  3.34614924,\n",
       "         -0.98165116,  1.60093796],\n",
       "        [ 0.09884607, -0.1800864 , -0.29430094,  0.5428641 ,\n",
       "          0.00452295, -0.06111251],\n",
       "        [-1.25665328, -0.52710568, -1.05289978,  1.01105435,\n",
       "          0.95000845,  0.64877682]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sd_att</span></div><div class='xr-var-dims'>(chain, draw)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.154 0.389 2.581 ... 0.2686 1.034</div><input id='attrs-01f6c19a-f1b0-415d-a46e-b582840fac82' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-01f6c19a-f1b0-415d-a46e-b582840fac82' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be10afb0-39cb-4850-93a7-c71a513a5a85' class='xr-var-data-in' type='checkbox'><label for='data-be10afb0-39cb-4850-93a7-c71a513a5a85' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1.15365394e+00, 3.88965216e-01, 2.58052131e+00, 6.06930279e-01,\n",
       "        3.32088196e+00, 6.06019507e-01, 3.65969101e+00, 4.76067832e-01,\n",
       "        1.42502136e-01, 8.57546719e-01, 3.91517533e+00, 1.02733551e-01,\n",
       "        3.82887717e-01, 1.61339155e+00, 2.79130705e+00, 1.42229680e+00,\n",
       "        1.29409295e+00, 1.95641786e+00, 1.30985742e+00, 1.93700272e+00,\n",
       "        3.91127481e+00, 3.11543956e+00, 6.69189841e-01, 4.36532706e-01,\n",
       "        3.36737845e-01, 6.88447119e-01, 1.95049747e+00, 4.16599810e-01,\n",
       "        7.52659793e-01, 1.29819796e+00, 2.67072317e+00, 1.06527141e+00,\n",
       "        1.37458705e+00, 4.20710471e+00, 8.72017114e-01, 1.43212870e+00,\n",
       "        1.01781115e+00, 7.16766897e-01, 1.24849808e+00, 2.68908997e-01,\n",
       "        2.29611790e+00, 1.94823677e-01, 2.40322979e+00, 1.38591214e+00,\n",
       "        2.17051451e+00, 6.24375667e-01, 8.24892265e-01, 3.58579796e+00,\n",
       "        2.17350869e+00, 3.80127209e+00, 2.44471823e+00, 9.82702831e-01,\n",
       "        9.71577532e-01, 6.30827683e-01, 3.40042850e+00, 1.96485462e+00,\n",
       "        2.35521470e+00, 1.92092168e+00, 6.84913922e-01, 5.10258437e-01,\n",
       "        2.33863202e+00, 3.16539158e+00, 2.57684007e+00, 4.13873286e+00,\n",
       "        6.68062527e-01, 4.76929168e-01, 1.44246805e+00, 6.14292737e-01,\n",
       "        6.84747791e-01, 1.99410798e+00, 2.12532674e+00, 8.22095300e-01,\n",
       "        4.28432205e-01, 3.66641023e+00, 3.82503994e+00, 1.21989559e-01,\n",
       "        1.09411912e-01, 4.24472305e+00, 1.80690346e+00, 2.06638404e+00,\n",
       "...\n",
       "        1.02289514e-01, 4.75965238e+00, 2.69228863e+00, 7.80357335e-01,\n",
       "        4.05407567e-01, 4.37830808e+00, 1.54291813e-01, 4.67528266e-01,\n",
       "        1.76407455e+00, 2.17351913e+00, 3.15112378e+00, 1.07342074e-01,\n",
       "        1.66891804e+00, 1.03409228e-01, 2.76546365e+00, 4.85838849e-01,\n",
       "        3.59425373e+00, 8.11671582e-01, 3.18506373e+00, 3.97551284e+00,\n",
       "        6.16184360e-01, 3.01458122e-01, 5.06342303e-01, 2.34005763e+00,\n",
       "        1.46593279e+00, 1.21845182e+00, 9.01658159e-01, 2.59145097e+00,\n",
       "        3.17447615e-02, 8.76785859e-01, 2.53865350e+00, 1.00978479e+00,\n",
       "        5.75507183e-01, 1.36355636e+00, 1.20224044e+00, 1.56931968e+00,\n",
       "        6.44371452e-01, 2.00205885e+00, 3.13183912e-01, 1.29227773e+00,\n",
       "        3.94600458e-01, 1.54179000e+00, 2.55398666e+00, 1.71088727e+00,\n",
       "        1.38320889e+00, 9.50245888e-01, 9.21353313e-01, 2.15233861e+00,\n",
       "        2.52231370e+00, 2.27996683e+00, 1.51930199e+00, 1.36244450e-01,\n",
       "        2.12879323e+00, 3.89283716e+00, 5.61653772e-01, 1.16922516e+00,\n",
       "        2.61617791e+00, 3.23489976e+00, 2.16424188e+00, 5.01146241e-02,\n",
       "        3.96123483e+00, 9.01108074e-01, 3.88730531e+00, 1.12414646e+00,\n",
       "        1.26339751e+00, 9.60810135e-01, 1.01428796e+00, 1.50162929e-01,\n",
       "        1.37209549e+00, 2.81365809e+00, 6.18551558e-01, 1.00205729e+00,\n",
       "        3.01528445e+00, 2.13271667e-01, 1.99440623e+00, 2.63470709e+00,\n",
       "        1.56144850e+00, 2.52290821e+00, 2.68561433e-01, 1.03412527e+00]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8f636fa1-d4b0-437f-a304-c9f837381997' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8f636fa1-d4b0-437f-a304-c9f837381997' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:37.190224</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_prior_predictive14c83428-ad63-490a-a22b-8bda76889f3e\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_prior_predictive14c83428-ad63-490a-a22b-8bda76889f3e\" class = \"xr-section-summary\">prior_predictive</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
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       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
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       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
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       "\n",
       ".xr-header {\n",
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       "  padding-bottom: 6px;\n",
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       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
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       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
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       "\n",
       ".xr-obj-type {\n",
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       "\n",
       ".xr-sections {\n",
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       ".xr-section-item {\n",
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       ".xr-section-item input {\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
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       ".xr-section-summary,\n",
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       "\n",
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       "\n",
       ".xr-array-preview,\n",
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       "\n",
       ".xr-array-data,\n",
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       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
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       "\n",
       ".xr-dim-list {\n",
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       "\n",
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       "  display: inline-block;\n",
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       "\n",
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       "  content: '(';\n",
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       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:      (chain: 1, draw: 500, match: 60)\n",
       "Coordinates:\n",
       "  * chain        (chain) int32 0\n",
       "  * draw         (draw) int32 0 1 2 3 4 5 6 7 ... 493 494 495 496 497 498 499\n",
       "  * match        (match) &lt;U16 &#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;\n",
       "Data variables:\n",
       "    home_points  (chain, draw, match) int32 141 25 415 535 113 ... 21 22 29 2 0\n",
       "    away_points  (chain, draw, match) int32 49 6 85 112 15 20 ... 23 27 74 3 79\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:37.193224\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-88351742-8840-4f59-8833-8e535611308f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-88351742-8840-4f59-8833-8e535611308f' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 1</li><li><span class='xr-has-index'>draw</span>: 500</li><li><span class='xr-has-index'>match</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d31a2404-f187-49d1-98e8-bc6bbe7ae0cd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d31a2404-f187-49d1-98e8-bc6bbe7ae0cd' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-692e25f9-494f-48c0-afaa-06831947a05b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-692e25f9-494f-48c0-afaa-06831947a05b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d45fc8b-7c0e-4eb6-89f3-0cec6ff0de0a' class='xr-var-data-in' type='checkbox'><label for='data-4d45fc8b-7c0e-4eb6-89f3-0cec6ff0de0a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 495 496 497 498 499</div><input id='attrs-39c81ad9-a669-4205-b481-3a32a77ef751' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-39c81ad9-a669-4205-b481-3a32a77ef751' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce2af35e-5c34-4f48-ab99-e29989e79451' class='xr-var-data-in' type='checkbox'><label for='data-ce2af35e-5c34-4f48-ab99-e29989e79451' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 497, 498, 499])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>match</span></div><div class='xr-var-dims'>(match)</div><div class='xr-var-dtype'>&lt;U16</div><div class='xr-var-preview xr-preview'>&#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;</div><input id='attrs-7253d8ad-7d82-4644-a800-c086b979d64e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7253d8ad-7d82-4644-a800-c086b979d64e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d0ce117-ddf0-4575-901d-bde1cfee2ff2' class='xr-var-data-in' type='checkbox'><label for='data-8d0ce117-ddf0-4575-901d-bde1cfee2ff2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Wales Italy&#x27;, &#x27;France England&#x27;, &#x27;Ireland Scotland&#x27;, &#x27;Ireland Wales&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;France Italy&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;,\n",
       "       &#x27;England Ireland&#x27;, &#x27;Ireland Italy&#x27;, &#x27;Scotland France&#x27;, &#x27;England Wales&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales Scotland&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;Italy Ireland&#x27;, &#x27;France Scotland&#x27;, &#x27;England Italy&#x27;, &#x27;Ireland France&#x27;,\n",
       "       &#x27;Scotland Wales&#x27;, &#x27;Scotland Italy&#x27;, &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;England Scotland&#x27;, &#x27;Italy France&#x27;, &#x27;Italy Wales&#x27;,\n",
       "       &#x27;Scotland Ireland&#x27;, &#x27;England France&#x27;, &#x27;France Italy&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;Ireland Wales&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales Scotland&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;, &#x27;England Ireland&#x27;,\n",
       "       &#x27;Ireland Italy&#x27;, &#x27;England Wales&#x27;, &#x27;Scotland France&#x27;, &#x27;Wales Italy&#x27;,\n",
       "       &#x27;Ireland Scotland&#x27;, &#x27;France England&#x27;, &#x27;Scotland Ireland&#x27;,\n",
       "       &#x27;England France&#x27;, &#x27;Italy Wales&#x27;, &#x27;Italy Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;France Scotland&#x27;, &#x27;Scotland Wales&#x27;, &#x27;Ireland France&#x27;, &#x27;England Italy&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;Italy France&#x27;, &#x27;England Scotland&#x27;, &#x27;Scotland Italy&#x27;,\n",
       "       &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;], dtype=&#x27;&lt;U16&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-03c07e27-213c-4d21-ad21-5a0bd5b70ba6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-03c07e27-213c-4d21-ad21-5a0bd5b70ba6' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>home_points</span></div><div class='xr-var-dims'>(chain, draw, match)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>141 25 415 535 113 ... 21 22 29 2 0</div><input id='attrs-7313831f-2c35-407b-9c24-618e1c62bf54' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7313831f-2c35-407b-9c24-618e1c62bf54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de418dcf-1ee9-4c91-aae6-a8e10cc077cc' class='xr-var-data-in' type='checkbox'><label for='data-de418dcf-1ee9-4c91-aae6-a8e10cc077cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[ 141,   25,  415, ...,   95,   37,  342],\n",
       "        [ 269,  151, 6387, ...,  136,  557,  153],\n",
       "        [  31, 5406,  652, ...,    9, 5209,  589],\n",
       "        ...,\n",
       "        [ 315,    4,    1, ..., 9715,    0,   19],\n",
       "        [   1,    0,  218, ...,    0,   19,    0],\n",
       "        [   2,    1,    6, ...,   29,    2,    0]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>away_points</span></div><div class='xr-var-dims'>(chain, draw, match)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>49 6 85 112 15 20 ... 23 27 74 3 79</div><input id='attrs-b5a2ba6e-728f-4234-ae9d-130a7dec4b36' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5a2ba6e-728f-4234-ae9d-130a7dec4b36' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fefff09f-663f-4aed-864b-5e42e5b1a141' class='xr-var-data-in' type='checkbox'><label for='data-fefff09f-663f-4aed-864b-5e42e5b1a141' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[[  49,    6,   85, ...,   33,   63,   16],\n",
       "        [ 100,  131,    5, ...,  983,  329,    1],\n",
       "        [ 602,    1,    0, ...,  691,    7,    2],\n",
       "        ...,\n",
       "        [   1,  343, 1688, ...,    2,   56,  282],\n",
       "        [  11,   73,  111, ...,  312,   62,   44],\n",
       "        [  29,   12,  117, ...,   74,    3,   79]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8109e9c9-9ab9-47b6-8024-8ded8ce45e6e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8109e9c9-9ab9-47b6-8024-8ded8ce45e6e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:37.193224</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "            <li class = \"xr-section-item\">\n",
       "                  <input id=\"idata_observed_data056e1a8a-21df-4b4a-af3d-cf3a52a2d137\" class=\"xr-section-summary-in\" type=\"checkbox\">\n",
       "                  <label for=\"idata_observed_data056e1a8a-21df-4b4a-af3d-cf3a52a2d137\" class = \"xr-section-summary\">observed_data</label>\n",
       "                  <div class=\"xr-section-inline-details\"></div>\n",
       "                  <div class=\"xr-section-details\">\n",
       "                      <ul id=\"xr-dataset-coord-list\" class=\"xr-var-list\">\n",
       "                          <div style=\"padding-left:2rem;\"><div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
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       "\n",
       ".xr-wrap {\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
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       "\n",
       ".xr-header {\n",
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       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
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       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
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       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:      (match: 60)\n",
       "Coordinates:\n",
       "  * match        (match) &lt;U16 &#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;\n",
       "Data variables:\n",
       "    home_points  (match) float64 23.0 26.0 28.0 26.0 0.0 ... 61.0 29.0 20.0 13.0\n",
       "    away_points  (match) float64 15.0 24.0 6.0 3.0 20.0 ... 21.0 0.0 18.0 9.0\n",
       "Attributes:\n",
       "    created_at:                 2020-08-11T15:36:37.195224\n",
       "    arviz_version:              0.9.0\n",
       "    inference_library:          pymc3\n",
       "    inference_library_version:  3.8</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-7630804d-e0f9-44e6-b8db-32257fe215dc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7630804d-e0f9-44e6-b8db-32257fe215dc' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>match</span>: 60</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-1043dc37-a96b-4609-8400-de65f07dbd53' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1043dc37-a96b-4609-8400-de65f07dbd53' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>match</span></div><div class='xr-var-dims'>(match)</div><div class='xr-var-dtype'>&lt;U16</div><div class='xr-var-preview xr-preview'>&#x27;Wales Italy&#x27; ... &#x27;Ireland England&#x27;</div><input id='attrs-710b95f1-46e2-4177-9565-d91febbff0b6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-710b95f1-46e2-4177-9565-d91febbff0b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d996cf2a-7a6e-4fb9-90c3-e9cf4237aca8' class='xr-var-data-in' type='checkbox'><label for='data-d996cf2a-7a6e-4fb9-90c3-e9cf4237aca8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;Wales Italy&#x27;, &#x27;France England&#x27;, &#x27;Ireland Scotland&#x27;, &#x27;Ireland Wales&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;France Italy&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;,\n",
       "       &#x27;England Ireland&#x27;, &#x27;Ireland Italy&#x27;, &#x27;Scotland France&#x27;, &#x27;England Wales&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales Scotland&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;Italy Ireland&#x27;, &#x27;France Scotland&#x27;, &#x27;England Italy&#x27;, &#x27;Ireland France&#x27;,\n",
       "       &#x27;Scotland Wales&#x27;, &#x27;Scotland Italy&#x27;, &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;England Scotland&#x27;, &#x27;Italy France&#x27;, &#x27;Italy Wales&#x27;,\n",
       "       &#x27;Scotland Ireland&#x27;, &#x27;England France&#x27;, &#x27;France Italy&#x27;,\n",
       "       &#x27;Scotland England&#x27;, &#x27;Ireland Wales&#x27;, &#x27;France Ireland&#x27;, &#x27;Wales Scotland&#x27;,\n",
       "       &#x27;Italy England&#x27;, &#x27;Wales France&#x27;, &#x27;Italy Scotland&#x27;, &#x27;England Ireland&#x27;,\n",
       "       &#x27;Ireland Italy&#x27;, &#x27;England Wales&#x27;, &#x27;Scotland France&#x27;, &#x27;Wales Italy&#x27;,\n",
       "       &#x27;Ireland Scotland&#x27;, &#x27;France England&#x27;, &#x27;Scotland Ireland&#x27;,\n",
       "       &#x27;England France&#x27;, &#x27;Italy Wales&#x27;, &#x27;Italy Ireland&#x27;, &#x27;Wales England&#x27;,\n",
       "       &#x27;France Scotland&#x27;, &#x27;Scotland Wales&#x27;, &#x27;Ireland France&#x27;, &#x27;England Italy&#x27;,\n",
       "       &#x27;Wales Ireland&#x27;, &#x27;Italy France&#x27;, &#x27;England Scotland&#x27;, &#x27;Scotland Italy&#x27;,\n",
       "       &#x27;France Wales&#x27;, &#x27;Ireland England&#x27;], dtype=&#x27;&lt;U16&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5dee22a8-7f04-4e1c-b38f-fdbf08b9cb9b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5dee22a8-7f04-4e1c-b38f-fdbf08b9cb9b' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>home_points</span></div><div class='xr-var-dims'>(match)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>23.0 26.0 28.0 ... 29.0 20.0 13.0</div><input id='attrs-d1f4b0c5-018b-4762-b005-1805feb3cc14' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d1f4b0c5-018b-4762-b005-1805feb3cc14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-541296ea-a3d7-43d5-a1e9-03e211048a13' class='xr-var-data-in' type='checkbox'><label for='data-541296ea-a3d7-43d5-a1e9-03e211048a13' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([23., 26., 28., 26.,  0., 30., 27., 20., 13., 46., 17., 29., 11.,\n",
       "       51., 20., 16.,  3., 15., 47., 18., 23., 19., 13., 19., 23., 25.,\n",
       "        0., 20., 10., 55., 23.,  9., 16., 10., 27.,  9., 19., 20., 21.,\n",
       "       58., 25., 29., 67., 35., 21., 27., 19.,  7., 10., 16., 22., 29.,\n",
       "       19., 36., 22., 18., 61., 29., 20., 13.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>away_points</span></div><div class='xr-var-dims'>(match)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>15.0 24.0 6.0 3.0 ... 0.0 18.0 9.0</div><input id='attrs-71429dcc-03a8-49dc-afb9-571d195ec38e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-71429dcc-03a8-49dc-afb9-571d195ec38e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca9cc860-1c02-4695-97df-18b4aa1b731d' class='xr-var-data-in' type='checkbox'><label for='data-ca9cc860-1c02-4695-97df-18b4aa1b731d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([15., 24.,  6.,  3., 20., 10.,  6., 21., 10.,  7., 19., 18., 52.,\n",
       "        3., 22., 21., 26.,  8., 17., 11., 26., 22., 20.,  9., 16., 13.,\n",
       "       29., 61., 40., 35., 21., 15., 16.,  9., 23., 40., 10., 36., 10.,\n",
       "       15., 21., 18., 14., 25., 31., 22., 16., 33., 63., 21., 16., 13.,\n",
       "        9., 15.,  9., 40., 21.,  0., 18.,  9.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-944d797e-a597-4a5c-b47b-ce55a7b63719' class='xr-section-summary-in' type='checkbox'  checked><label for='section-944d797e-a597-4a5c-b47b-ce55a7b63719' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2020-08-11T15:36:37.195224</dd><dt><span>arviz_version :</span></dt><dd>0.9.0</dd><dt><span>inference_library :</span></dt><dd>pymc3</dd><dt><span>inference_library_version :</span></dt><dd>3.8</dd></dl></div></li></ul></div></div><br></div>\n",
       "                      </ul>\n",
       "                  </div>\n",
       "            </li>\n",
       "            \n",
       "              </ul>\n",
       "            </div>\n",
       "            <style> /* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
       "\n",
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       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
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       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "\n",
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       "  --xr-background-color-row-odd: #313131;\n",
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       "\n",
       ".xr-wrap {\n",
       "  display: block;\n",
       "  min-width: 300px;\n",
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       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
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       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
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       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
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       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-sections {\n",
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       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
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       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
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       "\n",
       ".xr-section-item input:enabled + label {\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
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       "\n",
       ".xr-section-summary {\n",
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       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
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       "\n",
       ".xr-section-summary-in + label:before {\n",
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       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
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       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
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       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       ".xr-wrap{width:700px!important;} </style>"
      ],
      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> posterior_predictive\n",
       "\t> log_likelihood\n",
       "\t> sample_stats\n",
       "\t> prior\n",
       "\t> prior_predictive\n",
       "\t> observed_data"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generating the arviz data object\n",
    "data = az.from_pymc3(\n",
    "    trace = trace,\n",
    "    prior = prior,\n",
    "    posterior_predictive = posterior_predictive,\n",
    "    model = model,\n",
    "    coords = {\"team\": teams, \"match\": matches},\n",
    "    dims = {\"atts\": [\"team\"], \"defs\": [\"team\"], \"atts_star\": [\"team\"], \n",
    "            \"defs_star\": [\"team\"], \"home_points\": [\"match\"], \"away_points\": [\"match\"]}, \n",
    ")\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'rugby.nc'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Storing the model to .nc format\n",
    "data.to_netcdf('rugby.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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